{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8f7f4ab3",
   "metadata": {},
   "source": [
    "# OPFB Exploration\n",
    "The purpose of this notebook is to show how to design a filter for an oversampled polyphase filter bank channelizer (OPFB) and how to implement an OPFB in Python and visualize the output. This notebook can help demystify OPFB design and operation.\n",
    "\n",
    "Author: Jenny Smith, Ph.D. Candidate, UCSB Physics\n",
    "\n",
    "Date: Friday, June 24th, 2022\n",
    "\n",
    "Last Updated: 06/24/22"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91203f17",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "23ac746b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.signal as sci\n",
    "import matplotlib.pyplot as plt\n",
    "from fractions import Fraction"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dfb7a8c",
   "metadata": {},
   "source": [
    "## OPFB Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f498217d",
   "metadata": {},
   "outputs": [],
   "source": [
    "M = 4096      # Number of OPFB Channels\n",
    "D = 2048      # Number of new samples entering the channelizer each cycle\n",
    "OS = M/D      # Oversampling factor\n",
    "taps = 4      # Number of filter taps per polyphase branch\n",
    "fs = 4.096e9  # ADC Sample Rate"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "469e008e",
   "metadata": {},
   "source": [
    "## Filter Design"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "50b784a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "cutoff = 2/M # Nominally this should be OS/M but you can fine-tune for different applications\n",
    "h = sci.firwin(M*taps,cutoff,window=\"hamming\") # Can explore different shapes here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd5028a3",
   "metadata": {},
   "source": [
    "### Plot Prototype Filter Design"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "100acbc1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-4-091fe0ab0e79>:10: RuntimeWarning: divide by zero encountered in log10\n",
      "  axes[1].plot(np.linspace(0,fs/2,h.size//2+1)*1e-6,20*np.log10(np.abs((np.fft.rfft(h)))))\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(20,5), gridspec_kw={'width_ratios':[1,1]})\n",
    "fig.suptitle('Prototype Filter Response', fontsize=20)\n",
    "axes[0].title.set_text(\"Time Domain\")\n",
    "axes[0].plot(h)\n",
    "axes[0].grid()\n",
    "axes[0].set_xlim([0,h.size])\n",
    "axes[0].set_xlabel(\"Sample Number\")\n",
    "axes[0].set_ylabel(\"Coefficient Magnitude\")\n",
    "axes[1].title.set_text(\"Frequency Domain\")\n",
    "axes[1].plot(np.linspace(0,fs/2,h.size//2+1)*1e-6,20*np.log10(np.abs((np.fft.rfft(h)))))\n",
    "axes[1].grid()\n",
    "axes[1].set_xlabel(\"Frequency [MHz]\")\n",
    "axes[1].set_xlim([0,10*(OS*fs/M)*1e-6])\n",
    "axes[1].set_ylim([-120,10])\n",
    "axes[1].set_ylabel(\"Power [dB]\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "479058f2",
   "metadata": {},
   "source": [
    "### Expected Channelizer Performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "26f8b653",
   "metadata": {},
   "outputs": [],
   "source": [
    "hfres = int(1e5) # Filter Analysis Frequency resolution\n",
    "hfreq_ax = fs*(np.linspace(-hfres/2,hfres/2,hfres)/hfres); # Filter Analysis Frequency Axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4db1cdff",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute Sub Bands\n",
    "h1=h*np.exp(1j*2*np.pi*np.linspace(0,h.size, h.size)*1/M);\n",
    "h2=h*np.exp(1j*2*np.pi*np.linspace(0,h.size, h.size)*2/M);\n",
    "\n",
    "# Compute Sub Band Responses\n",
    "subband_0 = np.fft.fftshift(20*np.log10(np.abs(np.fft.fft(h,n=hfres))))\n",
    "subband_1 = np.fft.fftshift(20*np.log10(np.abs(np.fft.fft(h1,n=hfres))))\n",
    "subband_2 = np.fft.fftshift(20*np.log10(np.abs(np.fft.fft(h2,n=hfres))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "62f21ba6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "plt.plot(hfreq_ax*1e-6,subband_0)\n",
    "plt.plot(hfreq_ax*1e-6,subband_1)\n",
    "plt.plot(hfreq_ax*1e-6,subband_2)\n",
    "plt.xlim([-2*(OS*fs/M)*1e-6,3*(OS*fs/M)*1e-6])\n",
    "plt.ylim([-120,10])\n",
    "plt.grid()\n",
    "plt.legend(['sub band 0','sub band 1','sub band 2']);\n",
    "plt.title('Sub Band Responses')\n",
    "plt.xlabel('Frequency [MHz]')\n",
    "plt.ylabel('Power [dB]');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a2effedc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute Sub-Band Images\n",
    "h_image = h*np.exp(1j*2*np.pi*np.linspace(0,h.size, h.size)*OS/M);\n",
    "image_0 = np.fft.fftshift(20*np.log10(np.abs(np.fft.fft(h_image,n=hfres))))\n",
    "\n",
    "# Filter Parameters\n",
    "cutoff_db = 3 # Attenuation which defines the edge of the passband \n",
    "band_edge = np.where(subband_0[subband_0.size//2:]<-cutoff_db)[0][0]+subband_0.size//2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0a28f1a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "plt.plot(hfreq_ax*1e-6,subband_0)\n",
    "plt.plot(hfreq_ax*1e-6,image_0, ls='--')\n",
    "plt.xlim([-2*(OS*fs/M)*1e-6,3*(OS*fs/M)*1e-6])\n",
    "plt.ylim([-120,10])\n",
    "plt.axvline(x=hfreq_ax[band_edge]*1e-6, color='r', ls='--')\n",
    "plt.axvline(x=-hfreq_ax[band_edge]*1e-6, color='r', ls='--')\n",
    "plt.grid()\n",
    "plt.legend(['sub band 0','sub band 0 image', 'in-band']);\n",
    "plt.title('Sub Band Responses')\n",
    "plt.xlabel('Frequency [MHz]');\n",
    "plt.ylabel('Power [dB]');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c043d20",
   "metadata": {},
   "source": [
    "# OPFB\n",
    "## Generate Test Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c03dadb8",
   "metadata": {},
   "outputs": [],
   "source": [
    "ofres = 1024 # OPFB Analysis Frequency resolution\n",
    "N = int(M*ofres/OS) # Input Data Length\n",
    "t = np.linspace(0,N-1,N)/fs\n",
    "\n",
    "frequencies = np.array([200.5e6,-800e6]) # unit is Hz\n",
    "amplitudes = np.ones_like(frequencies)/frequencies.size\n",
    "\n",
    "snr = 10 # signal-to-noise ratio\n",
    "\n",
    "a_noise = 10**((20*np.log10(1/np.sqrt(2)) - snr)/10);\n",
    "noise = np.sqrt(a_noise)*(np.random.normal(size=N) + 1j*np.random.normal(size=N))\n",
    "raw_data = np.zeros(N, dtype=np.complex128)+noise\n",
    "\n",
    "for f in range(len(frequencies)):\n",
    "    sinewave = amplitudes[f]*np.exp(2*np.pi*1j*frequencies[f]*t)\n",
    "    raw_data+=sinewave"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be64f0ee",
   "metadata": {},
   "source": [
    "### Visualize Input Test Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a35f00d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "fft_in = 20*np.log10(np.abs(np.fft.fftshift(np.fft.fft(raw_data))))\n",
    "ofreq_ax = np.linspace(-fs/2,fs/2,N) # OPFB Analysis Frequency Axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a3ad1978",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(20,5), gridspec_kw={'width_ratios':[1,1]})\n",
    "fig.suptitle('Input Data', fontsize=20)\n",
    "axes[0].title.set_text(\"Time Domain\")\n",
    "axes[0].plot(raw_data.real)\n",
    "axes[0].set_xlim([0,raw_data.shape[0]])\n",
    "axes[0].grid()\n",
    "axes[0].set_xlabel(\"Sample Number\")\n",
    "axes[0].set_ylabel(\"Value\")\n",
    "axes[1].title.set_text(\"Frequency Domain\")\n",
    "axes[1].plot(ofreq_ax*1e-6,fft_in-fft_in.max())\n",
    "axes[1].grid()\n",
    "axes[1].set_xlabel(\"Frequency [MHz]\")\n",
    "axes[1].set_xlim([-fs/2*1e-6,fs/2*1e-6])\n",
    "axes[1].set_ylabel(\"Power [dB]\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fffbfe4",
   "metadata": {},
   "source": [
    "## Run the OPFB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d8e059ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prepend the data with the appropriate number of zeros to fill the filter \n",
    "in_data = np.insert(raw_data, 0, np.zeros(h.size-D))\n",
    "\n",
    "# Compute Shift States\n",
    "n_shift_states = Fraction(M,D).numerator\n",
    "shift_states = (np.linspace(0,n_shift_states-1,n_shift_states)*D%M).astype(int)\n",
    "shift_cnt = 0\n",
    "\n",
    "#Prepare Output\n",
    "x = 0\n",
    "out_data = np.zeros((M,ofres),dtype=np.complex128)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dd8e3a94",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Do the OPFB\n",
    "for cycle in range(0,ofres):\n",
    "    filt_mult = in_data[x:M*taps+x]*h # move data through filter D samples at a time and multiply by filter coeffs\n",
    "    filt_out = np.sum(filt_mult.reshape(taps,M).transpose(),axis=1) # sum along polyphase branches\n",
    "    reordered_fft = np.fft.fft(np.roll(filt_out, shift_states[shift_cnt])) # reorder the data and take the fft\n",
    "    out_data[:,cycle]=reordered_fft # store data in output array\n",
    "    if shift_cnt==shift_states.size-1: # manage shift state machine\n",
    "        shift_cnt = 0\n",
    "    else:\n",
    "        shift_cnt+=1\n",
    "    x+=D"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8265d20c",
   "metadata": {},
   "source": [
    "## Visualize OPFB Output\n",
    "The OPFB outputs a timeseries `ofres` long for all `M` channels. To analyize the result we will take the `ofres`-point FFT of each output channel and plot the overlapping bin spectra. The OPFB has already applied one FFT to do the channelization so the output channels are in order: DC channel (row 0), followed by increasingly positive frequencies, then the $M/2^{th}$ bin (the Nyquist bin which is common to both positive and negative frequencies but is by convention assigned the most negative frequency see explanation [here](https://www.gaussianwaves.com/2015/11/interpreting-fft-results-complex-dft-frequency-bins-and-fftshift/)), followed by the negative frequencies increasing back towards 0 Hz. The resulting output is therefore reordered twice using `np.fft.fftshift`, once to re-order the OPFB channels, and once to reorder the FFT of each channel's time series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "283f2811",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reorder output so frequencies are ordered negative --> 0 --> positive\n",
    "out_data_spectrum = np.fft.fftshift(20*np.log10(np.abs(np.fft.fftshift(np.fft.fft(out_data, axis=1), axes=1))),axes=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3de0d7e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute frequency axis for output bins\n",
    "bin_centers = (fs/M)*np.linspace(-M/2, M/2-1, M)\n",
    "bin_width = (fs/M)*OS\n",
    "base_bin_freq = np.linspace(-bin_width/2, bin_width/2-1, ofres)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0104470",
   "metadata": {},
   "source": [
    "### OPFB Output\n",
    "The `left_snip` parameter is there to remove the Nyquist bin from each output channel if desired. If you place a tone in an exact bin center, I recommend keeping `left_snip=1` because otherwise you will see your bin-centered tone appearing at the far left of the adjacent bin because of the convention to assign the Nyquist bin to the most negative frequency. It may look alarming and cause you to wonder if the channelizer is working properly but that is expected. You can experiment with this youself by setting `left_snip=0` which will not remove the Nyquist bin."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "509658f1",
   "metadata": {},
   "source": [
    "### Tone 0 Bin Adjacent Channels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "49309575",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.xlabel('Frequency [Hz]', fontsize=16)\n",
    "plt.ylabel('Power [dB]', fontsize=16)\n",
    "plt.title('OPFB Output Tone 0 Adjacent Channels', fontsize=20)\n",
    "tone0_bin = np.round(frequencies[0] / (fs/M)).astype(int) + int(M/2)\n",
    "bins=range(tone0_bin-2,tone0_bin+3)\n",
    "left_snip=1\n",
    "for nbin in bins:\n",
    "    plt.plot((nbin-M/2)+base_bin_freq[left_snip:]*1e-6,out_data_spectrum[nbin,left_snip:]-out_data_spectrum.max())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fe8b371",
   "metadata": {},
   "source": [
    "### All Bins\n",
    "This may take a minute or two to execute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "83697896",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qtVJqdU1NzZeWOCHEwReNBli58mw2bf75wU6KEF8Lx6/awflbIwc7GUIIIQ6yb0KwqPoYpnsN0PoxrfUUrfWUrKysLyFZQoivCq3DADQ2rj7IKRHi66GFpIOdBCGEEF8B34RgsRTIj/s+ACg/SGkRQgghhBBCiG+Eb0KwuAoYoZQaopRyAZcBMw5ymoQQQgghhBDia81xsBPwWWmtI0qpnwEfAibwpNZ6y0FOlhBCCCGEEEJ8rX3tg0UArfV7wHsHOx1CCCGEEEII8U3xTWiGKoQQ+6V1rz6vhBBCCCHEx5BgUQjxP0OpvjpPFkIIIYQQfZFgUQghhBBCCCFELxIsCiGEEEIIIYToRYJFIYQQQgghhBC9SLAohPgfIB3cCCGEEEJ8UhIsCiH+h0gHN0IIIYQQB0qCRSGEEEIIIYQQvUiwKIQQQgghhBCiFwkWhRBCCCGEEEL0IsGiEEIIIYQQQoheJFgUQvwPkN5QhRBCCCE+KQkWhRD/Q6Q3VCGEEEKIAyXBohBCCCGEEEKIXiRYFEIIIYQQQgjRiwSLQgghhBBCCCF6kWBRCCGEEEIIIUQvEiwKIf4HSG+oQgghhBCflASLQoj/IdIbqhBCCCHEgZJgUQghhBBCCCFELxIsCiGEEEIIIYToRYJFIYQQQgghhBC9SLAohBBCCCGEEKIXCRaFEEIIIYQQQvQiwaIQQgghhBBCiF4kWBRCCCGEEEII0cvXIlhUSt2rlNqulNqolJqulEqN++1GpdQupVSBUur0g5hMIYQQQgghhPjG+FoEi8BsYLzWeiKwA7gRQCk1FrgMGAecATyqlDIPWiqFEEIIIYQQ4hviaxEsaq1naa0jsa/LgQGxv88HXtZaB7XWe4FdwNSDkUYhxFeX1vpgJ0EIIYQQ4mvnaxEs9vAj4P3Y3/2BkrjfSmPDhBCiF6XUwU6CEEIIIcTXhuNgJ6CDUmoOkNvHTzdrrd+OjXMzEAFe6Jisj/H7rEJQSl0DXAMwcODAz5xeIYQQQgghhPgm+8oEi1rrU/b3u1LqCuAc4GTd1aasFMiPG20AUL6P+T8GPAYwZcoUaZMmhBBCCCGEEPvxtWiGqpQ6A7gBOE9r3R730wzgMqWUWyk1BBgBrDwYaRRCCCGEEEKIb5KvTM3ix3gYcAOzY88cLdda/0RrvUUp9SqwFbt56nVa6+hBTKcQQgghhBBCfCN8LYJFrfXw/fx2J3Dnl5gcIcTXjrQ8F0IIIYT4pL4WzVCFEOLzIb2hCiGEEEIcKAkWhRBCCCGEEEL0IsGiEEIIIYQQQoheJFgUQgghhBBCCNGLBItCCCGEEEIIIXqRYFEI8T9AekMVQgghhPikJFgUQgghhBBCCNGLBItCCCGEEEIIIXqRYFEIIYQQQgghRC8SLAohhBBCCCGE6EWCRSHEN550byOEEEII8clJsCiE+B+iDnYChBBCCCG+NiRYFEIIIYQQQgjRiwSLQgghhBBCCCF6kWBRCCGEEEIIIUQvEiwKIYQQQgghhOhFgkUhhBBCCCGEEL1IsCiEEEIIIYQQohcJFoUQQgghhBBC9CLBohBCCCGEEEKIXiRYFEIIIYQQQgjRiwSLQgghhBBCCCF6kWBRCPHNp/XBToEQQgghxNeOBItCiP8ZSqmDnQQhhBBCiK8NCRaFEEIIIYQQQvQiwaIQQgghhBBCiF4kWBRCCCGEEEII0cvXKlhUSv1OKaWVUplxw25USu1SShUopU4/mOkTQnxVSQc3QgghhBCflONgJ+BAKaXygVOB4rhhY4HLgHFAP2COUmqk1jp6cFIphPhqkw5uhBBCCCEO1NepZvEfwO/pXkVwPvCy1jqotd4L7AKmHozECSGEEEIIIcQ3ydciWFRKnQeUaa039PipP1AS9700NkwIIYQQQgghxGfwlWmGqpSaA+T28dPNwE3AaX1N1sewPh9OUkpdA1wDMHDgwE+ZSiGEEEIIIYT43/CVCRa11qf0NVwpNQEYAmyIvVB7ALBWKTUVuyYxP270AUD5Pub/GPAYwJQpU6S3CyGEEEIIIYTYj698M1St9SatdbbWerDWejB2gHio1roSmAFcppRyK6WGACOAlQcxuUKIryS5PySEEEII8Ul9ZWoWPw2t9Ral1KvAViACXCc9oQoh9k16QxVCCCGEOFBfu2AxVrsY//1O4M6DkxohhBBCCCGE+Gb6yjdDFUIIIYQQQgjx5ZNgUQghhBBCCCFELxIsCiGEEEIIIYToRYJFIcQ3npbeUIUQQgghPjEJFoUQ/zOU9IYqhBBCCHHA9tkbqlLqUwWSWmvr0ydHCCGEEEIIIcRXwf5enRH+FPPTSqmpWuu1nzZBQgghhBBCCCEOvv0Fiwr4L1B6gPMygZs/c4qEEEIIIYQQQhx0+wsWAR7XWq88kBkppUzgj589SUII8cWQjm6EEEIIIQ7c/p5L/B6w60BnpLWOxqbZ81kTJYQQXwTp4EYIIYQQ4sDts2ZRa/3CJ53Zp5lGCCG+LFKzKIQQQghx4OTVGUKIbzypURRCCCGE+OT2GywqpQYppX6slPqZUmpQbNixSqllSqk2pVShUuo3X05ShRBCCCGEEEJ8WfYZLCqlDgc2AP8CHgQ2K6XOAN4HEoB3gTbgXqXUJV9CWoUQ4jOSZqhCCCGEEAdqfzWLtwE7gRFALnZw+CIwQ2s9UWt9KTAeeBP45RecTiGEEEIIIYQQX6L9BYuHAndrrXdrrauBm4BU4JmOEbTWOvZ91BeZSCGE+Cyi0ShhHATDkYOdFCG+HiyNY2sjNS3Bg50SIYQQB9H+gsUcoDTue0nss6bHeDVA2ueZKCGE+Dy1BoL8QL3Cs5GLDnZShPhaMKr9OErauP2dLQc7KUIIIQ6ij+sNVe/jbyGE+NoIW/bnfPOkg5sQIb4udLcPIYQQ/6P2+Z7FmClKqcTY3wb2deNwpVRq3Dhjv4iECSHE52Xzps1APiHlPthJEUIIIYT42vi4YPEh6PWCsn/F/a1jv8vNRyHEV9aaNavgsPyDnQwhvna0XN2FEOJ/2v6CxRO/tFQIIcQXKBwJH+wkCPG11CCdQgkhxP+0fQaLWusFX2ZChBBCCCGEEEJ8dXxcBzf/M7SlWfHOHvwtoYOdFCHE503a0n3uLEtqnP4n9HwQ5QuktWZp+VL0N/V8bas92Cn4XASClYTDzX3+1hRsoi3c9iWnSHwW0aYg0VYp+4p922ewqJR68hP8+++XmegvQun2BlbPLGT+CwUHOymfi9bWVj788EWi0eiXutxQJEgg1P6lLlN8fdW9vJ3AjoYvfDnqK/ZYtY5GqX/2OazQ/i/Q9eV72TZ6DOtnPPUlpezANDauZt78UdQ3LDvYSRFfENUe5Xfb/8apM37H+q27ue/Sc6gu3POFLnP6run8ePaPeWfPOx87bqi0jHBV9ReXGK3BsrtRbmtqIxz6jE3Zt0yHe4dB0QGcM7W7IOz/bMvrw/rmdlrCYaqrP9t2W7LkaJYu6/tJpd/edhTX3X3sZ5r/pxKNEKouIRT4/G9ilbaUUtFa8YmmsQIRom1f3OMPL583iRdu+NbnMq+Kv66k4i8rPpd5fd1UFTZTXdT3jY9P6609C5g6fyaByDfnHbX7q1k8Cfu5xY5/3wJ+AHwXODP2+YPY8K/9843RqH1RiIQ/3+BKd/TZ/wmFLc3W1v1fLHa0BbD2cQd23vw/4XDewubNMz/V8j+thadOZe/Ew7oGVG6GhqJ9jl9fV8b8tx+mrbWBpa89RCAQ+FzSsaqpjRkrdlH6h0UEKg88I/jwww9ZvHhxn7+V1LfjD3U/Pqr27sbfsu/5W6Eo0R611Vpr3tz22hd691WHQoRKSvY/jta0tu7Y5++1xYWUbtu833ksXbr0gPdZTf1OQmF73Mb2EMf8bS7+9TXUPrn/ZRywio1Q8EGfP5lfUE1FQ2U59116DrtWLf9E0zVNn86uB5+l9t+PAaAjESr//GfC5eXdxitY/j4AlU893jmsfMd2Fr349D7n3fj667Qu6vsY7ikSDrHnzxNZO/vFzmEtgTCR6P7zrYZYkNhQv3Sf4xTXtbO5rOmA0vFFCoebKCt/5WPHCwbbmD37VwQCLZ/Lcq1olC3/fZ9QW/ebZ1tqt7ChZgP1s96n+K47DmhexXPXUrlq2+eSrk5NpXxw/f088pO5AKxYsYL6+vrOn527mjl5ew0pFV7++/BDAGyeP/sTL2bt2rU8+8yzBzRuaYv9aud9FcyL69v5qMAOdHafcgq7jj/+E6dnf8oDIXLnrWdeXTPvPHUsDz04GIB/X3MpT/3mlj6naYlECcSdL3O2VvHq6j7y3sLYOVm5af+JCAfg4cPgjav2OUo0EqVuZ+X+59NDUzjCGWt28MdX3uTRRx+ltqgS/5ZPVtO5prKJh9fY1/NIpLHPcX473eKGF/ouu2itCVn7zlu2/P0dCp6e84nS1OmDP/D4n3byn18vIBiJcn1BCZdv2N35c1u4jQnPTOC5rc994lmf/8o5/PYf+94fYK9be3th5/fyO5ZTcccnuy58EpN2hMj/sIK73tuGZfW+vm2r28bOhp19Thvyf/KA+tnZv2bCMxNo93/2m7t7Xp/Hpoff2u845XtLaaiuI1zZ1qsM1ZP/Y65X+/PaX5fw2l0LYfc8AN798WMs/MPTn3p+ALcURSjW/Slp7X5TZuvirUQiHx9j1BTtpbm265X2r/72Zubf9tgBLVtrzZK3/kvpHxYRrvr8ypj7DBa11oO11kO01kOA7wGtwGWAV2udB3iBy2PDv/u5pejLELQL96GWdvz+dpqCTURid9q2lJWxbPEKmqrtjHj6cw/y2n8O7IIeaG5hy8J/0dpq106272mk7JYl+LfVAVC/u5LKDfsOnOLdvruMk1YVUOTvfmdi9erVvP/++8zZvYrjVm7noaKqbr8/dt1vmPfsdExlZ5LhyL7vhu2tbePl+1ay5r3d+xwHoL5+CU1N6yhauYNgix+tda+g6adzfspflv+F/hUhSvtn85sNS9j40YdsffIEFtxxBr+Y/XPOfvNs6nevob22hMc3Ps55b53HomsuJueGR5hz3cWUvrqQu+++m/b27oUryx/pddAXNxcz4ZkJzC+Z3zksVFJCpM7e1ueu3Yn/3dUAFM488Ax72bJlzJkzh+aCCkrKGonGZcLH3jOPq59d3W385//wS56/8Tf7nF/RXxdQcWf3O3Yr1r7H8G//jZfv+dk+p1t3xols/usfew23QhH2/GM+gereAWq0JYSOZZqVd9zB7lNPI9rYCMAtb21m3va4jKt0DXtW/4kVK89kz4J32bxgLRV1XQXFm3aUMvOPd/Od6du54Ym5rN1ewZqi+vjFsWrxCmbNmsXdd9/dOSwQjjK/oI+71m21nPTOhfxu+gUALNxRxcUt9kVbh9q6BbZRK0rYsu/I6qimqrqIFcvf3Oe2AtDagv8cCy9d2n17tYdp2VtPamr3glVwz16iTb0DmVAgwtuFNfy7uGsdQv5WNj18Oa31XfMI+gPM+e8rVO60z/XtSxYQtjTzapvQWlPdXk1Za1ln2sLhRqLRIL964T3e31RBSWmUVVNuZE+F/SqPmoULWLO0ib03/rlzGdtenEuwoWM/d7UFfOmW37Hy7de7pfu5ZYX86uIbKH9tOhV/vIWSq68GwB/yM3Njca/1bA6EOerWN1m4fjtDrSIGL7mh87cdd03juSfu53fztlPSYgf37S0tzFhfSkGlHUhpwB+02Fm6jZ8/t4xfPrGYSF1XATFUWspx987jnIcOLGj9PASDQWora7jvsm+xembXI/drV/2S7dtvorm5eyHdag8TqujKV5YvvxvDfIeFc28l6P/4Wp22xmbKdxT2Gh6xIljaYu+MZaTsTGT7Ix+C1rS8djvbnp/JZTMvI+O+Zqp+8RvanrWD9Gg0RHX9Vl678180VNh5WFRryrZvpam6EmNWG5E39l2wryluIRBXi1H+zlzai8p6jVdQX0AgEqCkvoR5/7iK3S2T7fEby3n//fd5+p7/8MhVP+9Wi7b7wn780PEhAM7yChrfeguA+sYKvvvsqywr6brZY/n9BAq6t86ZMWMGe/bu6VYLGCouZtvoMbTM6R4Y6FgLAKUUkVCYFW8vxIoLLk64fz53PLGUwj/N6xy2/pdXsvvBe/a5bQCqm/3cc/M1TF+0rnNY2z/G0zrzD2itKd5Sh7Y0M6obya1ez7MP/pSbzCYeS0vpHL+lZjOBQCPz5k8lFLLzQn9rCyMWbeKMlds7j/+rnl3N71/f2G350XCEhsbYTQjVd7teXbsLbkshtGk6DYZBZE/vbiM2VjVjWWE+uu1VXr5vK3Xbup/b65rbO4OxTWs38sRjTwD2jc6NO56001JlHxf+F/ZS99w2dB+Bxr5c9PASHnxlzQGP3+Hdmecy872J/GPLLAbO38DC2VuIRnoX8FNqU0nYvu/XG1Xtbd5noGNtf89eljfMqD9+wAvrSlm4oYKT5z7LeXMfpc5vn1cvbX+JLbVbOr/39EHxOn62+n3aN9YQrm0nGrH4wdJLOCN8JqsWXkl9fT21td3PxWhzM7tm/4Fly09m19oFbPhoFUS7tmu0tY3yP9xItLnvG8taa2YXzSZqRanc20RN8cffsLKUyQ0n/4zHFu5h9u6aXr9f8u4lXDjjQnvcUBS9cy5UbKSqsJlXb32ZDx58m6jW/H3vgd10eGHvLK76IEpV0dpuw/1RC39biMJ3N1G0eTc7V27p9vu8edMpK+te7n1/jmbh5mTCVpio1Tt4siyLx555gv977XtUPbCWyr+v7jVONBolEomwsa6RIQs38lbV/oPYxsZGXnrpJUKhEC+vLOaBOfaN8mDjIxyTcD08dwHsXUSRGs6mxoH7nVck1iKovb2I9va9ALx50+W88Vt7e3e0ZNLAupU7WPTHZ9k0fy3vP/R73r73yc75bJ2zlsvvnM576/ayuqmNoGURDrbw7O9/zuPX/bBzvCMcpzI0MICabdMh1AYVG3qlaX5BNT94aiXL1j3Ori31NKN5acH+W4IsLF3I7sb9l/87fNyrMzrcD/xVa/1qxwCtdRR4RSmVCTwATD3AeR18dbuprt5L6P5S/pT3ACVWAX90XEe4vZT304bifOhfPDV0Ar9rD/CttI4dewtWMEhj9S4aNj5DeTIM6P8DXnn5ba4571xSBg9h299mUn/y36lc+XdOPmk3ix7eQJ67HXNjBf995RlU5WQArryvHyV7P2Ljtvmcdu4fSfIkdkuetiwWlhSD8tG0u4GXil8gYUkZx159Ix999CJm4lb8Zi44fknpnJ1cVfYI10x/nX7v/J2W2h28NbedU89pAS9Y0e4F99aGeoLtbWT0z+fEv8/ndw1OGiPTmZ6g2WFMRLUt4+9H/578pK7XDKxb/3121mVSueV0Bs3No3LiJG5ceSZVpz5EztHfJ1jUTNXKRTSFNBcBf/rNL6ktinDRrEKuH5vPRRv6M698Pn/e8wtS1p/ClsrjePBo+yBOK7EzCmdlIxuOOBoVauaj677FKY+8xnO/XU3i1AwO211FkbOcnRUDGTAlidMvm8yfFs0C4P3t73P8gONRSjH916+T2FrG2R/8PbYhNX40q+tqqXjubULHeqgNWAzfMgPX8X9mwfMfEl32Gj/8x1Ok90vvXF8HEXY8vYOLdStXHjuEW86Oe5XorkYCOxrwjEyjtMEOauvrSpn9yj2ceunvCdU2s3bbdUya+iirK8MM8TsB2LRwA88teo8fHXcu/3r5XS49/rec3jKAbaPHkPrtb5N3x5/RUQ0GzPtgOnmFlcw7v4iyD+/luJN+zbyNszhh7DTmvTSdSVUjKH7sPUbe9G0WrPwng3IPY0DuNCrvXEFTQgOzM0o5bM5HZAJLtpWx9sUbuCPjZWZtmkzBpScyfNjN1Dx1KqszBrMy7Vx+vSGFoZ4TYR5wmx1APVlWy+p+/8etzc1cvKeYC3fZBaEZN56A1jApNYG9q7sKhU1VxRS9dx9vh6dy/PZXuDv5RywYlsMbF/XDsgKY6+2L6zy/XVAx1r7EFXoZbfyI1o9upWaug0PXLyESaePSGd8hZcto/vP7u6i6dSmrVl3D6DJg+4Xs+e8iLi1s5dtHD+S7A2ZR9VEOY6/+NrUNb9M//jhfUUHlupk0t+Yzo3UZ/Qf4UY2hzmcX95x1Fvfc+BNyMou44/S/Mvt33yXvjPPY87aH6y4ZAcBPBmYDsGD6g5xa+x5zX03Fdek9HJOWxGt3P0RR/W4yCrNoMROZv3Y5L/7zPvpVuigr9vLYMU9x/J5L+d0fr6S+8WmeXr+K89wJhLdk8OyWzfw8eTgAs1Pm8uLTz3FWjY/tqSnstIYyErvmoGLJXtoileQAQVPztxV/5ZeH/Zpc7xAOzzyTqo07KH5vNYf9/lJeXFHM/Ztn0LR5Ruc2KGou4i8v/JvZRceQnpDAtGEZlDX6OfruuXwvYR1L1b08Pfe71JoGVVqRZlm0N5QyZFcZK9av5829o1i4uZJZ35/EO7+4mVvyzgag8O6z0VaUh8s9lDlWsGLPDJpCD1F5r2bA3cdSV7yT6tPOQ138J1LT3uSuTWPIdXh4clUxJ65rZ4TPw8BBsxh94nl4dr9P8vG/x/Da50l7c4iGyjZm+F/mqH5HkR/J5OZ5r+J1Rbn/nGugfg8ba/5NTd1sxm96jYQpOSQc1Y+1Da188MhdtIcM0nWYZa+/yMRJh1L0r9OpnqLwpUBlVSnJSePtY8Aw+OAfr1MTWg41RzBoXDp6nH2M73y+jLbpd3P6ozfgc/q65Z+3f1TAxq17+PsxWUy/50G0Vc9vX3kXgEWnHsHO009lc8l0xg44j/GpJ9BfWUxou5KquxUfFAwlL0kzNamrkBxyOPhPSTVV1XNYu0hx7MaZzLxnIcf/8recWdDMQ+8UcP3YwbxFIpuiy/ng3D8z6LgT2LaxlH5jDuWs336XcUs38rtX2sjon8BltxwBwPSZ4HtzCWf+9kicSQ4CRoRH/vsoQzbO4L3vXEVN/ZvcQUJnOi575ducxKnoog0ErFaqC7tquIsShrPD2E7E4Sbj2VdYPr4Uv3cYH9Y8xwb9Pj+eo1h/xXqKAmGWXHY8h+5pxnj7IQYMOA4HDYBmRPVmZv3uOuq/08jRE/5NzetvkwRUvjcT94nHEdImXtPA7y9jTNMIhtX+jemPhvnzkLHkzV3H37MeIzXhBHwRk+fNPAjBjiFn0m7UMXHWciq/uxi922D4sN91ptu/cSNWIIAaPZkVL73FmLR3qF61FaZ9BIaTBzZZ5OzcQ+GKR8ipGc7U8wYxO1DJ/Q/cQ16D5pIb7eKRFVdrsXjJ8Zg17bx1+dNMPjGXdxa9CFffwV9n1VPz4S3sac4D15mxTKiawIL70KlD2PlaKWvHBvgeitfW1HF8fgU/Ka2kuizC6etnctLWzVRlBfh2Fmxf+CL/N2gAVzQl8tuwRTDUDmXl/HXuVp4pdPL9M7eRX5ZL9tRXWF8xhwkZC6iu3suOcBq/fr2Y0Uf1471TxvPGjDeoHuxm1X9mc+luP78d9z4MnEpySxOgUM0RDJpY9vRL+PJHMf6o0WiHg6anniJh2jS8kybx8LZZJG7YQfnSJXzvrodJjrTws5qnsLQiFHXib29jyWP30p5+KssSk/nzeWM6t1Wtvxavw4u7JYjXu5WWOafx+rHtHP/+JlZVvUpzwU/ZvXorp//qctY/fB8Dph1CFv14yAow5idzOfKCoSTnB5m/cAE/uuZKKtrDzPznHMrOe4//m3Ad16wzGJ+WwCOHD2fbY4+RF2vhU+CyyxSu9fVcEQ2yy9vC5LL7KAwlAXZg1njGxcw91Me1jy7m3oceR0ezOMEXYNq1P+QHuxUZjW42bizgdZ9iyO4gHiuf3GPvoDkS5a43HuDM9gWMzs+hbng648f/k9Lrr6d6xAL0IfDErAU8fcR5rKKdltzlzHqikcSts0h7bw6tSQ7yf3E9Q1bv4f+S9rB1z0ZK/W+Q3/9aAnteZk/wBYLbLqUhczWTs85keyhK5im5XDlpEKve+Bd5aenkHHsGTmcKG0d/m5rUDGiz8C2vJJScgCPLBw2FNAe6bnIAFDzyANOtxzmm6OeYY/3s8u1iVz0Ea47jmR1bONvZQlnmKgZwLP7yrYS15ic1Hn6YEKB01l/4r3c7R22E09Zp1j30d4Y8cjIfrptOaN67XH3Iz/nrmmISBt5H6R0p1F4ygst37mHUt1/mB7N/yNXu5RS8OJndAy4j6/ZbKT4uE4zb+WCQwb+fO5TxGZN46ZznWbJ9J/8qbuPpUyZx/1234HBEKUm0byJHG6pp/uBDrKMPpb6hAsM3jJce+QdBHaIoGoUTzmV68TrOyz6BVe+/RcLQsYweOQqH0XVj5vWXp1NauZfFCxbxh48CZEQDXOi0yyOTku38Lli1AxiCr0c12pMbHiVqWVx9yM/YtWo5rzz3DKdfcjkfhB5nPifz1tH5DHpnC4tGDaBi2RLQmsT2VnatrKP06d2Ek4fjfW8OdTn5PHz4BPKqqzkqO5tXF8/gewn/Yf7GybxY+QOmtm0kt+VDhpELwLv/fISq3BxOVzn8J+82Bt9+BkdPeJDBobWsOvFaJh/2K4ItFhkpTq5+djXhqOa8vNUMrzyMvyT4Wbq2hanHDSIv0EbxE8sYcNU0ip9dyvBrTyYhM5XrPrqOA3WgweIEYNc+ftsJjD/gJX5KSqmfAz8DIsBMrfXvY8NvBK4EosAvtNYffty8NIql3/suUw65m8OWbOP6jZpHzp/HAK1Z4H6YhxxnkRh1Ul+wAY6ELS23UH/7LaS/+Ro3/Bz6udK4wNPAvJdTCITCVF38bWrHj8U37IesYAQZmx08U3ofmeYA1ox8iYQNZ1LraiYLCDsbee0v8xiScxMPuNNZ+bebuHTQmbRur+KIq46hcUMptalRoqqOfhUppH/YQs6CJ1h4+iVsfO4+jjh6Bh+8dxSpIzRjioNkLn2Ek3dupuXYIWzd8QsSHEfydu65nJf+C3638M94HUEWH67ZePdHlLQWUbBnBjVDx3Hs0NFAOhHr3zww9jiGrp3B5vEnc+GcRby2OofvfucnVGpF0dpqqhPzebvOxc+PfJ3KBcPYs64GrWFN4z0c8od7me36OXe+GqU51Qv4iZqKY9e3MihxLDn1BjpWK7JBlWGU3MCKSYOAuwCNM6rZOfliHDVvEvJq8jesIrVU8eL0b3NS0s3cUPARx3E4N2Qs5trK71AQ/gNFN/yG0ID5nOa/mJkDppF2/2tkB5pozxhPef8slvzqEDj3SZQV5Y/ezRy+dg41ZoCno2VMcVzB6GUt3Bj8gHNXf0jY6WDn2k20Nm1i+vInyeQ8UtULPJ1/Jv1CT9O4KImPXGeQX5OF0hZ3Kh93friZsXd/yI3Z07jS62VYewG5Dz/JR1n/IanyCC7b+H8kzHifn7hnMgS76cobc6fz3KSzmDzvI/xRNxNTB3ATzRx32E9IKd3EkL9cwbuRIZxx+ElsKJhJuiuF9OE72FPdys33DSeY9yeyis7jW1uq6OczGN18A7Pv28amzbvZ7OzPAOMKhg86leUFiuemDWCMO5stw05i0mun0phxDeUhJ6FRbSwrmE/B2r3cPLA/38kZReqHVeCGpc2JJH+QykeHv8apOXmcUD4DOJeUhPVEKOUnZgifdy3f++sfGKoqKB4xjp/WNHDI1JlUFR3CjscuZXlSGafVLydBX8m/A06eeOD3XNX/HE58B7zZ1ahcmFI4lPc+2EJR4U7qK0/hpCzY1e842gcdyivPrOa8/LsYuXA4P3WfxV8efZSrmGwHikBBeS2V5VsZU7Weo95cTENzKuuyf0/DXXcQPrWa/sCW5p/z+pN/4vLCaRx34hSemr+Kww5/m6rKYQxbuYmM1AVY+nC0MmlXW+G9xVy9Moc/zC2k0dzJ1JRTAEhoKeDdF//BlIY9zIsezfGWwQ155/OTn/2I2vY8SlPaiQ7PZEfQz9Cc8zl9/j3ccPylnLhBs2NgP3606FSKRzZy518fYdyJ77Ju9qmcccIabvC8zAo9jMaSy4HJqB0bOCkthcWcwEDHNhxUY4WjbF0xm5FJI1nXYgfkj5/QzIn3L+GpIbM5O+dWfnBSIw8+uxW3M4t5b77IuU2zaUnM54Vxx/Kj1S+z4J/D2Hb7d6npdzZTorVsf2sXm095k+oyHyY+UkNVYEJVJMSJAwcA8OGfbuX5I9v4VkEiNWeMY7fju+wtf5ofPns6d/S7C3QQD1G2Fj5P9awdlPkc/GzB0XjzX6Je9+OIUxO5YeM2Vs+6hJ+kppKY8iHPPbGF79Ss4nRzNaXRE8hu3Mv2rIUcfv8mfMWPUrDscLLmf4Qj/b8U6QRKCk/hmJRBPDr6URKL/8Hy2Uew4ZSL+XDVb1hVvo3gJjf+yz+ijizCFW3sfWM9977/FKc1VVB5tA9jwQTS2UBSbR3VD6+nzXQTxg4CS2fu4An3H0krPZTtKdMYEi7mVvU0ZckXQwlsHR5ktfNIzsw+l025ezjixSN45oxnSHp/FdljT6Fi1xzmbw1w9s5ZPLEijXSrEZfhoaWulrdnPMK4UA43TbqQZ5co/pl3IuWbS8g+6U0mfziM+VnLyDKHMzYhhd++qVl77UZGAC9ceA6L1i1kb9JYflH3FLsHjuR890L+sv4DNq+/l+f7PcfQvZtpckxkcfs8jux/AjXbSgiHSinaUMIb7yegl6cAXurK7FrSS/49l+N0mDZXKrPv/RuRpInU+LYyefRHDJ/uorByK6r6GCxjPdH2hQz3JnH28uE4BrViYOE2PJS+fBET1fcByInWUdR6GjVHNlGxu5iZY0fge+ktZpz+LTKi73N+0lkMnPUmF/mS+cmOFmquUFwz8xkOzf01aY7xHJIfYdCHmspfNnJT8c1cteR5RjZswBw/nlmDtrDi+cOoGfgcvyvdxZNexb2NE2m3NlBRW0/NpDSuff5JzBNm8s6SS/lx3t/BfyMAezKimMntbPL9mG3TNtD8QhpH9T+caPkZGJmFTPjnakqP+xGb0rfgrH+b6eNGc+q2sfCXbDjku1y4VHPN3y7krgUr+CinlsdXvkRo7ElktMS1Jgn14/23TibB0Y978i/jcfUrwvPzqcgbRmP4UQyngWdOOf0ND7nOObxc9V3Ih38veZIlj/wIa9ev6DfsXpzm3ShdxHvNv2c7AerfeJMVo6ZxywctrDvRw6ptAVISsgBoSKzHsEzOqbqLebf+mrU1exhZPoG5Rx9Boec7jIlO59dU4BuxiL+s+QO/aL6QpJ3N3Oe8iZyowYOLEljw2K3s+m4WA7Y4Kax1cH7jm7jHaybsuYMU61BMVU+To54hvqtYOvsoLhq8gccenURFpoNTt2hK56/gkucf56+rEvj5e3N48Me3cdrRx/Cdc44jXU3khztvZGzBLLwbf8mWtV7mTFjBSZue4IGVYzgHaDjlF/zo6RO4vvx7DN6wFf0rqCs7Ah0KMtm/GHdKkIrCeTRFinj71nJOOWYQNYlPMS9hGrsajmNEYB3LX62gZuBOBjr3Uv/MRm5mMscPLuTVustYOmsbRZtSKALOTnTA9DfpPy1KoOEhPKnfI5VWKsngMBpJqnuXgZXXML/ZzWAXtKbVkhhMYuyFdbxx60m8nPobfrB5G+8Ohjf/9m+YeiSv33gdt9z+HOPWtOA22wl6+mOhYG02Sw+ZyILd73F76ibe234Gpyx9mIyCJbiOn8TeOetpGWMydfN6Cgavxpf8LoPXPsKcho24Jh/LX51Hc93vr4dLfsr4WdsoyZ7J8SXj+aCxlB8HDmV91ruM9RxNsq6iZFMlkayZXP7qu0wveIr6eaNouPgalj03lwV132eIeyvoQ7lYbeCBQnD9tYIzQk5GeV/jQ30UAwaN5lIGcfydT/GnaY9S88ElDPFNoHzPA+AbBUCrv5qX11zKtkNGkBsppeC9ZPIXP8T9gQeIZM9n47pCtk3bwS0vm8ybaNDWbzht57Sw5P3reW7nEi5YNw5HYjNRNZ8kbw2Dh3yHKcUvUhjZwc55E9lTnECOM8LqvT8jPXQPRtpoHJdtxP0abA0FOG3rAHYkH8PgRe/iyTYI1GgeLCymvrKMQ47fAe3wrm8JR3/wMs3LA+xIc5Hmymf6hElMHbuOAY4dvFV7KYev/SM/eNvNfX9eQOilLRiHprDsJZP+Ry9iXPbLHL9yOT9t2s6UIz5k+7IkYCxPRaJ4514JjOUjn5dfZ2dz48KZjHT/guR0B0/e9zD92EhG+C1uOsKunBi39CTK33PSlnM02XOu5uHjX2FEcQn33Tmd/iOOIGpWUHvVtfDgvTz099uYO+YIhiYcwyFJ7VSuW0Xht05j/QdnU/xUApd/622GorghO5NfJYymX+k/OXbDX3jy8BlMy8qGswooeOZ97v3JXziRBopr2kjVa6lr205F2WhmBEtZ8ejf+R4v4m+P8Ft1CufWruKhuiH8LOF7ZKt1rKz/KxvmnkXdsqnUJHmoe+QDhjgGUnTJSZitJhx4rHjAvaFWApfs47fLgKp9/Pa5UEqdCJwPTNRajwP+Hhs+Nrb8ccAZwKNKKfPj5ldFDgnt6Tzv28MJGzXvTRpGRgu0Dp/Aw4kpHDLoUr7/3htUXxlgt9PB+pwmVre/TWREBnVhB+evd7Os9HR87VlMyPuIXUPOYOT4OYQJcG/Nz0ndfTFvl+4AV4iWrCjNAbvWSmtNYv6rtNUrhjXVc8HmXxI2j2LpMhfleauY8bt/EV5lsvipf4HWXPf+AlamN2PoBJIGF1OV0cLM4DkMqsvH4Yhw3LoVZB8bIORwUTmwjscLszlm8GV8v9ZujjGNJfw4/DLn3fAIs/wr2ZH8CHrgBF449ggKZr3KneZjKDNEVJtcW3QtmY0NnNh2OUHXbt68ZyMXrtpI8fzdLF56KmesSaNw+aEkV43hSP9WNq08jw8aT6dpTgbPj06lNm0Ud915JVHDQahRkVtbwhuji/j+4qlsGjMFNPjTLUpdU3l1rF1rOSkplfakI/EddjgOHaUl24k7XMuqy8dwr/LhMCweC/+bouSNWGHFYantzHGVYyTsJithMxPdAX657O+cXptAtW89geYn8Bx1KxfNc+GZXU5WfS01jmqUDtH/ylouKD4bb1ULy6M/YnhTEREU26aezN+KTP6v4mha9g6z0/VeNo0OixN253H8Mev48UcuVhaX4rHaeSm3GWPHYhqOHsqwtJcIH+JjdEGImuvgkRIfbd5y8jxb+EXqbC52vEMUi7/lLcLhCOJeVULUrCfdZd/Fmuh+nozMMJPzl1LrP41DrLVsmbmepPYalk+5jOs33sWQhVNpCka59dWjiUQPY1xpDvOHvsUz9U/y+/pxmMYUWvRrbLFSqJx2J8FoEdowKBryXbyjx7Kt4IeUZaaxdX4+253DOXP5Ju7LPp2UVk2DMwMrateapr2XzDu/OY4zVtzGghkLaGicQ8BXybDMN0hOTCIlaxbhgoG84PozlyU+zD1776TUWcfM8mOZtPlwSrxFPJ6SgkLTrO1aovSsISwLTyW5qZ6nHOOZsCeDoowLaHhjFSGHora9kRXDXqEkM5vUXCfj1z5GgA3kNubxTEo77yQ9xbsDoljKZPHhl7Hrh7fTfvQ/uGHRYp447WaKa1MpTl/FGPfDbGooIaigbGwFg19bTLPLYnTldozMAh6puwIUnJN3B17/Vp6fcww1J/2UC2reZULpOG7Sz+A89XZuGW5SYTTiCddx7QvPMbNiOL/yuyGimVFyPG78BJJ+yuPDj8QTzeCd/Mlk1YUocydTmj0Kl5lCyJPDquEuktuiNDsNRpS5WRo9ht+veZFi08NHm3I40n8fZsEe+jtquGipJtovSpGVx1kDruKuQWfy0J33M+bD76DRvJFSSvmYwyhKUiQ7M3nC9R0MZVBkZZDqyKAo4X6MLXdyQnQ9Gw+9kukjprJ+YA73zfsxoysm4auDE1vyKRv2L7Y98xaq/AMus2bgTbBrkGdmHc+UAs3rW+5lw8oW7k/4Po1WMuHJRcxacRYbxr7P1E2H8J+s3UxybOIfI6Zz9exHMbx2NntEznnU1LhpVW38fcPP8L7yR+otTdmEwQyLVvPB1Enc5/wPF1nLyQoXMiE9kTy1glaXkwqfRcvA02lOu57C4pPZPrANHdyGQxVx/8tDec7xeyKVDlJ2V/Pvpr+xNLmeDebFvMEl9H+7kkoCbC54iQLfQOrbD+V158UkWGG008Ow5hrqMtZyR3IW7crHDZV/xchaQsoqP42+ITRZ9+PzNfJOIJkAEZaE/kyguJnaxeksGbCEecOe45qlf6f6Xz+ieK3Fz2c9xrJZafjyXsdheFgy5BDGpEwj74ijePAPP+XiooeJDDwM19o66lJb2B5oY3JbPa/suZDChm9R6HJj6QY0mt1DzuG+Eak0JGZSe4KHJ39vPwtX3VZF+cSJ/Nk9jUqVzG0Z6Tw3vJYbylfwqnsZw2sGsmxQIrXGQpy+MLsvC7J9ewHfM98nqubxl7OT+PV7d7Ky0E+g8SFePbeeE/Iu5fbEAaQm+sneYdA49TJ+0jidb4ePY0v/oQzzGKwd6sQdbCOSHmFE0niOG3s8G0NnkafqCWZPYmCgkoSAg+LUHKrTh9LsdTG6cRdojSdosjRtNGO3P8kSv31MFE/KYnLjOjJbL+CoF0eT4Gsk7PQRSW3l/9bMIiOlkWRfMQWjphJpLeX5Vw4FbXFycTs+fzNZPi8frHWRSTaT6zZjZORQXBnFilThNQJoNEuSFzEpaTDLzptATeoAngpfzWG713Fr2Q1U7U7lteBYSvOP48qLjkPvfQOAi1adzPjTNvCRK4NnlrjRQMh0siUwDdMM0UYdq1ImoI1klh35c5xhJ6dn1/NucxoDJkwg07CbfGassMg98nFeTiomfbAiKdRGpdnIv1ypWJEijnHOZeOY4SzxevBmjqeyLYeO/rWcahx+U+HdnI5rtd3a4t2s09FAk9fF7MoT2ZTk5vS9F3LTmL3sLE9g+YWnUNRvMqmevVQFMmkliZAjnbsqbuTR/95PcnIddXOHk5aeyLymXxNRAcLtTRSl9GNwdSl5gytI8a4k7HSQXVJI0NHOT5ufZVHODHyhEMaQQdT7Q6iBY/lwuI+tR53D3gnZvHrrUzi31JOdMABTR9gzYhoKSHFlYVa088CKTZQ2NdLf66Pd6WZo07d4dsAVtPiyufewNu6cczIjHYNYl3ch8/0n0+50gob0ukYSLosQrkuhbeyF5CZOovGwh9CvjaDfqDU4om14Ej9kUoXd1P708Dvs3HsMt6x8Dm1azNl2Gb/Z2MgRaht3tyyn5OVvU3X8FFY4fECY51x/5drq7YxVu3Cjcfv9jAwO43mnn1N3/oar6jJYfPTdWNogUHwC9aFkdLSRrSqN1RkvYkbC7B10FkWRMvpVbaQ0azXaCvBr81+0FWSxxxjOsKr+3Bq+E8esgSSNfJQ2K0pIGQxa1B80HLV1FkXeUpKfzsTh8DFpUzUVw7KJ1kdIG57E4eXryEutwrAsrrXOxBkMoxxhFpse8hwhLlIfYFofcZk5j7XNd/P7cJQ0byVXr3uUiiVTeSfYgqGDXBBcxA3mS6xpg1NDTryj6lnrH8Lbo90cs+dcqrL28qv179AUTSK/1kvFxEeZ02pf8wc5V7F1y0Nc1j8PV0Irf6rNImHhUWxaMZoT0/K4YOFKfI4UEoqc1I08DYDKky7GWRBg+1bwm20MG3gmFxfOJGC2M2yNhXY4qbR28YAzl99E/s4lC4aTU95KdmIlUctg1/izaQwlkWlC1B9lTNUpFOuBXNn0bwI1FtdFFrCucgfp7f2Y5zgJAMcRs2g3knjxNxeQ1TqKiqvquTnyKml5hTgeSMY9sokTtw5ky+TfMmPbGziGacztS0gbuQPHglxaX60l2fUQiYn1DFrmxEMjY9RuXO40ou2tADyZkkxmMJ2s1mrSTT+PJc4ksHkD3sj7zN2aCcEodz++iPbiBvo1TaEoL42dJecCcNnytSxPbqTZ1YwjIY+N439CtZHNwMoydgweStRQ7Dr8QQwgPaOE3bOGs23YE6SteYPWBJOUVif1ZiueSCINscYe/S5cwO3zfw+GRf/yNSxzFjCsUuNNzufZaDq7+qczvW0cg3QSyYE2Xmr5EVea7/NicCp7InY59gH3LbzYciGLchUhh4PnzDaSKsu4c9oKVLkfq7mVqQVujtne1Ypwfw40WHwA+JFSaqZS6gdKqTNjn+8BV2A3U/0i/RS4W2sdBNBad7StPB94WWsd1Frvxa79/NjmsH4f1KeNpXjkdiKmk6opQzhmm4d+/bfhXZLIfPc63BEL5W3g8n65hIesYvziMHOPnsCZayzaJwR4i7k0uWvZWFnNlny7+UO9M8KxRY9Rm9rMccYGmpWfuUtOwVCaMBZjXPU0WYkkspwIYbIsF++kpxFpn0X6mA+pTfHw1oAnaQ2HKdqajcPycu3h/dky+R7eHHAG4xcksqdtCHlNaWgUE3btJDAoRGJkKEWTR3Pau80sPfkhLl88lzYSqHAtxjEwjQua/4vOK2H8O37MnHouWP4XTKdign8VWimm7lxFQ1IFY2rnkpyez7daV3FissG7uy4j2xHiKmaS5P4ezkiUdHceUTR7B4xhasEeGpIHsNkxkHVjTmdv43AKxhxDTUs6U4tr+FvCcKIOL9XjBnPorlxeGX0GVrSJVnz8+k2TaU2jaU4eTHH+SiwjhaSkWtz+NBzDqjlxbRUz0+bzni+RTZmLGBYpZZFzC5FWE0dyPXv9Ebxug93e3VQYDbzcOBzT1YavxEnrGb/ifNeHpKWNwDT8pDgz+YX+D6P2tGLUhUhWQRSaqOVldd5ITtoYwKj0M3avSYkzjYJRV1LqLie7KZ1Wt5tb9mzid4eN4/9q76dl1Ewm7ypm+hCDC9dsJXNsM5aZy6b0sezUimajjZTEF0katoeXd+QyJ/Ujhi1/jYzMYjzpC9FppTiSN7HDqGBH1jY2pLVixVq4n28sICctjQutRZyZOYnRtbtwG15yjTJCuYOYsmUVDamDaQqkEHV47c6N/AuZd8b/kRBMpjGSTMDaSXVdOkGHxcrMDRT3P5y0sTsJ+CbR6PaxcVEuBdHR/Oqd/hSrwYyocLIssZiI6SZr6E6MaA3RlCqSGj3UJdfgxAIFNbUeko5MZmF6C3tKjudkcx3JyTXMLptCS1omu1xO/rDgHKYaBQz0DGeq2kZg9Lkk7qwk051DWn09F1RfAhVhiO5ldyAbrCb+HRhH2Ajz+shtNLefRihqB5pvpge5cP3l3D4uleL8k2k58nQc0SgLOYk9Q84m6HBjkk/6wL1cm51FYnKU65Oz2JoTZkhdM8WJ20kr/AtRFaUm/CIKzaJgIseWjmTOlgtpS7Wb6ZSnGrR7a8DlxFvbTKNqY2BJAemuXJIbKzhmYx5GXRCHOZ6Lt9udRR2VOB+HclDRksO0ii1U5C+hMiOHBHM3WocxvFuIGg72HJKI2xFmhrqIVt9wKlJCjCgby8Z8+/nLvQNjz7ImRBlcNotdiVVMcd5KrasFUBT4tnFScBnbT7YL4aNzD+WwthXUm/V8d8ODABzCCprKr2CsUcQh3jBGa4SmzJF833wDwwwz0ihEa4vCsjEMbTiL2ooBjK7yUZ6dyjMbT6dNJXDZykO497jNNCTloOqDrDziXiwzTFHmUbySNpJR5RlEXS2o1M009dvBbS8OpDlvJa6Il4+y32FmWTZrc9/njUgDgUF2LWVgTD9yqMc5NoPalAI2B6/lDp6gwQtawbrjzma9201FfzfLXeBzpLBQjySk2lg06DHMgUdzyOLthI1GjNYI7tYa3i44C4C3ghfSsm4gf8vZQmPqSFqTEul4pjMnUMnWI46h0TmQD0cv5rxN51DjyuBff/8X4by1HLdJo5L9nLNCc8iUmXhWD+XtUS8zblYJzb4qgs1z8aaX0bDLxO97kbc9fqpHbOYXkafJGtBGlbeF5IGHkpuwlvTMcfwycTJXZPwCByH8ngyOaVrL0dkXcFpoFVm+fqimMM2udla2jAErwN1paynMySPiN1g17gwA2r12jdLI2iNReU1ktOcSCRtsbxpNyOGkOJJPc3+D3AaNO3c3taabSL6HvXVVgCZTvUdobAMPb7iWEzc6MRwN5OYfja5pYb1rB5Ny/k1LgpPhupzhGdM6+wX2VG5HG06eaOqHw3DTVGUwKf0ENk78NxNbBnGuuYydo86FtghRh4fF6jiqMkewbvhwIo4EDCyuWvpLShoGcPb6kyh1ZRA1HPzO9QDXvj+McPpITNJoNO3mf2GXk3ByEbVJiuy5KeBpYOp62Pr9Cg7f/jeqU7dw/JrFVGeuJavEyV6zmj+s/wcVviD/TEsl3PISxxobKTca+Gv2ePJSx1Hb6sURXMbti+4n3Z1He7sHj67jmNodFOWEiFbZz7ftmDoOpeppTNBs3nsHczP7s3PYhRSZg4lamYwZN49phadjNIYo63cc5inv8uMP3JQm5VBV7ae8/0qOiMzqLEM09otwxkLFpKwTudCaw7z0+byWlMTI5Cn8rOYVXI422gyDOqOFKJooGrMlSJ7LyUt5hxEyt2M0hXEGl3PGlo9QKM5SS9nZ7OWDhjM5rmEE/t1BkswE2vcmEGp+lmrymFl7JGHlJBreRmFocGd6AolTCXrr2LZiPM8nriKqTMKGg1YrlW2Tn8HQEHEpLl+Uw/jxc1lm9ieiLNojBmnePKJK4UpP5NzW5eR5NcmpGyivWsL9GdeSkXc49+64l5bcXJJVG8pwMJmdFB52DRDB7Uxirx5CYVY6Ectg3cRT2FQyktbc47jlmGoUMG/HsYTa3qUoMIiQ082D1m8IWRbLRpq0JfZnJyNRTR62Jo5iWvt8DpkykHCriQbK3p2C/8Sb2ex24XaUcNbAXAoHLecu6x4yU8fxSrofI7mSrR4HnpSBWK4iRmROJj/7UZKd6QwLFpPuzuaS8FyyrY3UBNLI0rsp2zqJUdlTOKdtMVakjLqkVC5YncPJmxewd8jZ1Gxy4FCtRL0Rwu0f0EAa7S0+iFiAQYk1iCn1RcznZELOLFZpB6aRA4AzeiiBBJMC50RecS8lvRXMhCDf8txDwBvlW7tvo9xTSma0CY/TS37KR53PuSU50yhIbMWRO4hhRgUJDpObi+4hy+Pm1sb/4g2t5dT2laQm5HOssYk1jXbrJWekhFuTk9BtfqqjOSS1tLDIfwzFCUfxdOn3MCJBdqQXkdJiUJGZyMLwAMIOg/waL393/oHDt0/klayXaYo4KOo/h1S/Inf4cUzZ5SNygt1Rzm5nA2srG4m6q8goifCOew1DvK/icATJjtQQMduoNk1+svNWBlasZlTyeBxoQs4wqaEWhnm8PFh7DaN9EQaoGlRoBVpHOVIfy0hVyuDGRPoN2IYr4qIqnMOIEpPb9t7KirHH8ErNCZTkTiJqKl6rvZ4ftz9JWmMQC8XIyixChzTzh9eiJIxTBCMG2nRwaMVeFng38N25Fv36b2OCUYgauJlwzmPsNsvZ1uJlfNoxbPS4+fbuNFwJO8ly+fhj4DEGpE0ioMJMcl+Ha1UVyam5zN5zKlFjPLouTL80O4AeHHVgaAutQyw++yiaEizQmh1DT8WXVYqO1vFW5jk0+RLY2ZZH4aBTmTHQot1bRcN4ze0v+nAl1qA0BNOX4w7a95YOr91D/8P8/HLGU/h9FaS2QTB3EEpDKCUN585mLKX5N2lUJSXwXpIHX3ImrrLWznxBGc3MrjsK0+lhvGcNntxDCASTKc09nKvvuZ2jiq9jdPnRHxcyAQcYLGqt/wlcjd0c9UlgZuxzHHC11vqhA1rapzcSOFYptUIptUApdXhseH8gvtux0tiw/WrBvnit806iIXU04cOchEwHjqH1jC7LxTNtG+3ebCpVDhN3uGgzfOQ1OBk4aCOZTRD1JnDYTotQQhkpzRZJg30UKQcazeF6HWEzSEmSHc/+IPFJsh0WZ7qfIz8hjaxACZmuZEIKcvUGIMxQj4eZu8/ACu9m/aB+AJh1QYKeLFR9ECtcQlkgj4A3g5ZmH1VZE9llDcdhwTtcQEXukbxmXoJPT2EdhxM1nOxmBEfvHEJav61s8ZhoU+EJQ/8BWxla2UzewGP4c0YGGbmHcpyeT3XiHo6s+5B2FWKgWcpeZzlB0yLXbOFocwvTEl0AKJeP0xwr8Zom6Aib+plkbC3Dpxs4bNc6mpL7YTSHCTjCGI0hwiZsSB7LJStHEq7SaMsOrPOaRvBRv0OozZjIC1kjSG1Kx5HZSrq/P05XkPEVLqqymnk1ORlPQjOjSyoxs7cxuFoTSKwgIaAJqTAeP1S5y/mW9QZDkiaSHGzGYbq53vU8AAOsKnzOVHyzi0l2ZqCBLGsDQ4OloAMYG+tI1BWYZe0kRpPYkplO2OWlIH0ooLmp7C5a04+GqGZg+//xofN0mpMGsl2PJjP6XZabRxJyJVOtsjhvZRKJSfUMqh+AK7uJo7Zp0kbNZnQpOMww1+q3QNmNcpd411PhtjsP2ZXQSkCFKXeYaDQVDpN6s517nI/hdSRxlLWGTKeJCkewwjspC6TijFaRq+pJcKRQUxImQYW5bfcf0TqCp7IZK7SL5okBouEitgbHUpM+hCfNHxNxHQMRjTeciEZhag8rj1pBa6JdyJ+5N5NoSiOH77CoVE1kV4eod4aItDjAGWKr4SIp301H32Q+XwE73HspdTiYmHc8USCKxdHmZpK9SQyoLCXPO5RrXK/Rz+ViuCoDNDnK7iCiLZiCSYg9dYMguIL/lF4FaKrdGaT6+4PW1CVl8H52EX5PBiuYRnXGOFrcdTQn9id1QDG/e8INKFRxAkFXBBQUJm9GAyWuctJa7GdLxxVpUkcN4aaKe6lx2h0CHJp5Kh8m+Khx1GM57Qfkv1f6NqNSpmKqEB5HEpON3XjMBNJbGjGCK/GoCDpajdEYotWfSokaSsiqQGlNxL+EaEKYyqzRLFPHEg47wNJEnENospLZMfzbeMbYrwWomWKnq5ChHL6tmaUD5nDREicZGSWENexIXctirwevzz5n1ufuJC19Pit9G/AnraZKNdKmDLIzRrPN5STDO4BsVYnL5WOkWYzTjJJkNJMY2UxieQNmeA2jgkWApmDPIBoShqKAPfnH8H7jNGpTMnGUthENF7GJSfax6RhG2JVM87Aoo0og6DRxhWGlOZFBNV7SM0oZUzGQQHIxjoDC8tVw6G5NmCi5NY140mqZHU5iSEYpuWYFgdiR40rMYoXXg1+F8EXaafM5SW7YRsjlYIF5KFFDMUyVMCb1SA7ROyCwhuGqDE9kJ+61NZQOP4cmM5mw002LTkZHa1EatA6zYehgCgefxQPWb2nxZeL2tNOc2J83uJS0Nhf9xm2kX1M+m5hImGz6DdpIWClycnZzxhoDr6+J4zZb6JQ0drucaCPCG0mJbEzYioEmxZdI0NVKudHA9/bOIEyU9xITyMkYzV8cT2Iok9PNlXgMzeTQTnTE7twh3WlS0ajx0kptXTrR0Fb2NA9i+RG3QcTCMtwsDxzF+BL7GnD5krE4nUFoNSkcloZlJpGSUolhQcHwoxlRFGbM2MUESnKIorktP8BI/1AOT7iHcHqIEyvupiJtPSVpdgcMaEXECFIVcaBQ+MwWEtxpXOaYw5GZZ3O4sR2N5r0154E2SKaNYMju9dbyL8asDpBoldIWTKDNm4LSmrB7IO2VXY155h/7AKotws5hZ1LlcmMZDupd6YDBDkZx9BZNcf9Me3tklDKuJBsjuYUTK1cRVRaH7HXRrkJYVgTlbmG12UBCYgNlTge5I04CBc2qndurbqJRtfH9vdMZkzWOHzo+xOdIZLLaQZIZZqQqIc83FOeuRhzKSXl9Lk5dzytNV0CoiI9SplCYYd+YsqI1fOA4GZTHLh/4Minul8WoikwKGUJ+DbSbXo7ZnhrbjHax6YgCTZsKcPr6+SilURpy+42gye8kKz+b6QkJrPJuothXQrNP42lspcJoYHRhAckOD0mOCs7KOZbLaqczPG0qCk2SM41BLQ2Y4XYOD21DKQj7jViZIEBDa9fzk4YVodmXTiGDaU4ejGFEKck7lHlHjiZiGFiWZnCVRhkWR23VVCZkkdkCKanVrK3LxHQGebksC6v/Kp5NTqI5uQRXCNpSdhENbmNyzhn8Ny0BQyuGNM4jP2U8ZC5gUPJEhoRLaPU24HNWYTi8pKpqPLqOBF2P06rk5MBaQFMzJwlttRCoNXFh4ShsJeJIoLLJfh682pWKVia3Bf9CyDRRpkX/1lGsHFiFIwquURU0JQ9GA/UNHloTAjiikJ27i0cc6RRmL8C07FZby30a94QI29t9FLoaKXA4CRDGF20nQJifGO+Q4skj0awn1dlOsDmIS8FAVU2yK5GsYB3DouMx28JoHYnta5P/DjobZQXx1TZT4xqFUR3gyF2HYbSEiTgSeaL1akK+Y6hLcaNRaDQD6mBPej6W4aYuzQ4Ck1Nq2OuuJ2A4eDEpCY+nhQU+L+W+3UQCdkeG2Q0aS4V5MC2VsDNAUEGDV3EYGwHNxMR5nJp3EemqmfzE0WSpOnI8gxinCnGFN5JfVITXqiCppoFw+1wKwyMwUaxrPAR0lH/5f0bU9NKUFubYnYfwVvt5/Or9w9jLUA7drXGOKSMhoFk/uIHE0CA80x5kZEUa/fsX0K9OYySXMqLAIGpo0lrA5fKzTnmIYvFIehLa1U5T2MRIq2ViyVZGpx1DINahU3/PNjKcCfxwzxtoohxhbMHnSifSptDKZICqwdR+tjceQjS4Gn9NAheuOgqzOYClW4liUpuSwwp1FNpIIoqDspxx1JNO2JlAm6uFAXWJZGaUcvKW4fgTLT7QeQQztnD2KpOk5DruSEnHNCKMLdZs8m6n1VSorDwAMjJG8LeMNMJECSpFm89FWCmyEzMw2iLke2FkezGJDh95DVVo7Y/1gWCh2iM4lKKq3IU3sgNHQTO1eUNZrw+D0GaWtU+jIWUAu4JDqU7tx970Og4vv5zZnIHlHIhpRpm21UIn+jl65yg2MZmTmhcRzPVSbwZoSKwhtRVaXXZZwOlLYKqxjRJHDZtMj93awushwzeI1NTlNKo2yhwm6SmDuHL3E5jKxaF6LQ7TxfHbl7JjUD4T9u6gMfwGkcCBvf7qQGsW0Vr/FxgU+3dk7HOw1vrJ/U54gJRSc5RSm/v4dz72s5VpseVeD7yqlFL0/brgPrv2Ukpdo5RarZRaTdTurahQDWPX0JPZYo3H0DCH0wl5B7DFMZ7ajPHUe1O5bAEkptXTmtgfbXb1cDRlp8YyQwRQhBOC3JZoXwCjKCJYBAyDqLIIe2pINh04VBt+FSLdrCE/cTQKMJUTT8hPgiMFV6mXbE8+O5YOw2N6SA03oa02u/AWKSYY7uohzAoX8X772VTmTKWWbELOJBSa5FAeTSTT7stBA9O2KerdKbhjHdtFYxe51EZFQ78ClAbSaqkOOQHFVpeLStVAgctJs2pnl9NJqjuHEodJSMUyTzQ5qoF+vhEoINuTz2Gh7aSZiqSmFqzwbrw1LbQkDSCtqZ6qlGS82+oJOxJie0ZDVFOVM5VaUkEpdkXtDkWaSEUZGYRxEjGSSM8s5vsfWXh9zRy2U5OYWE9+Dfh8jeQ0QI3RQkQp6hKKqUisIZiZx+zEBCqNRlZ4PGjgLGMF03LO5xXXnxmYOIYc1UC6O5fhdYV4VIip0W0kRncztL4IlxGisSYZhcJosAu1zuYg2rIL9c0pQyhlIM0pQwkHHQRcqdSEs0BrasxszlyfiwZ+OMdCo0gMmLg9LVixzHJtUyIRogQiBhkZpbT6HRhGmJkOF7VmHXenp2EpzSqPhxblp9oZJSdhGG5CDE45BIcKkecbRl5jEwnhpRxq7LQLE40GDhWGiBOFgWqLoK0mXjK/D2jWNk6mJWkgWilK+k8DIOgbi1/HCkckEXba7R98QcjM38Pp62Cro5QapUhJraTRtI+d3SEPkYQoV+XZF/uRSa9iYaGBrWYpRU4HEaL80jGddhXk2wmv4HMko51tJLszGW/sIdOZgAI8ZiL96ypwEkUbCqINrGk6tPMUjkbLMWoC1KcOYHvGECoyBtNkpWApcLr9gEY5LBKCXjSK81Zl43IGsZR9j9YZhaDpwhkF+2CHqLuRRxJSiZp+Pkj0keLKZr3HzRazlGO8CwCLfN9G0hIHc53jLRIdKZxvLsRlegFIskrxBz3oaB1Ga4TS7OFYVQoFlIbz0TrAtsqR6Ggdqj1C1HShQhZleVN4K3IhQXeqvXYKKuhPwJ0GQGYzJCTWkxAwyM3dybdS8wmpKO2G/czvkEpNSFlYQI3RTIXDwUZHMc2x/VLhcFBlNHFH2s0MTRnNqcZaDs86k3GqCMLb6E8d/byDcRLreS4KiboSszVENLwZs7QdK1IIWqMjlaxWRxL0pFEWHEB92kjWWZPIbjJ5x7oAvzeLkOHkjy9HyRtg9yhXnZOAMwKpaZVkNyqMjD1EA3baqk0Ha93F3JyVSZFZw06ni6jTgX2Z1aSodiw0Z7QvI8PTjzE1uxmUOJZhRgk+RzJDQhWMSBrKGFWMGVpLWqiJaHATjgo/kcA6FGBFKlBNIUBRHsoDuy4HHa0hiknQnUYF/SjOP4lChpLa7iKIh+RYp6dKg2UYoBXKjBJ2gDe9hfxaTavyszPgRQGOSJhKo4kJhv0s6Qmpr+BXIQJK0aYCDDXsngWzaEShOdlci1KKZNWGUzljC4NJ/gK01cTO+qEYOoxRHcAyTFRzGL8vC9AEnT42MYn69LGUWvm0JeRRmZTBRUs1nvR6fvB2Mq2JLtLbnCjDwhnSzO/3JsdsiBDJ2sIKj5eQs41wXO+bdaqZSMQgRITxqpB030Cud7xCqieXb5lLaFZ+bnS8GMvrlX0uhjVeRyIDq0tQSpFeUIFpNeIobUN3dqAWRbWFsSIlENG0e7PZ4syk3ZNBYnI9fm8GRQwmOeAjMaGBqOlCuyN4om6U0ixx+ajwlOAJaqLaAqVJTKxjfkJXB0OWadc01ahmdiXavUUeEt6Jy/QSBTLc/fmb83EyvV33i8+LLEEpA6MhhAIaW1LROoxqjWBFKuzjPdrAnMaTOqepyRjMm1xCWb/jeY/zGFztoTYngYSwnedFHHZekNHiYq6nhkibA60VpgVr+s1kuddDhbOGEeXg9TbzZHIy7SpIatJamlQ7P0m9j34JI7jM9wpRLEY7t5PgSkdZmgxPfw5t3kbUqrO3v7Zw1AZIdKShohqnCtu9bCqFicXyCedwd8tNaCz2Mpyq9GFUh7KwDEdnTVUBY+hXbx8DEdNufusKgye3lrHrPSQn15BaZZKQ0Mhmt4tqRz3zIwm0O+upUA4U8G5iAs0qwHaXi1qjmeOca8hwulBohiZNICXUQIojxPlN83Aoi0ONHVjBzSTTTjS0EaXBbfrwaT/aasesiF1TmxPRlh8V1bT70tmiJwKaPQyjPSGXwhy7pq6UfEbvUGRmF/LbNyzcyU3UGibujEIGVWtcvkYKHC5w+GlUBgUO+xUsu81K5nm9FJjlaBTDkiZzqGsdrc4oUxz2q2giKkq6Kxejxc4/+vurCLfPIQW7hiatuR6sKrwF9fb5oAGrDSIWAWcChC0qcifzNFeDAm9yPYYGP14SApA6ZA8R040a1EhSu0GbCvDjDxJAwaBKzbbUNQyu0qA03pCdv1c7TBRQ4HLRrgJEFfhVmKVeDw7DiZcQ/X0jaDI1oDnW2Eimpx/nRpaQ6ExiqL+MZEciA1oqcCk/qi1sb1c1AnSIDdFJtHqctEaS2DH0bEK4SW/VvOM6D4cFQTwE3ak4XF298Z+yHtodraS0K1LTy0kMaJKSa0mtMwDFG8mJ1BtNbDHcVBmNtKTsocSs442kxNh1wCTZlcGJxnpAcY65iCOyzmGIqkShGa3sep+gZZd1h1XsoSFtRKysbB+/0eB6XleXdaapIXU4i9XxNCQPpSJzM81JgyhkKH5vFh5fK03BdFKHFhJxeGklkcXaLqcnt0Nyehl7nU62pC8ju0ETNU0qDZNCs5oyh4OwilDucFDt9NPfuZeICTmqnkRnIlc43sOvwgxcZ1//EoPtpLqycJS3A+3kFpVhBdbQVuWy019sH0tB5SHsTrbzs2gTWhnsGnIOATyctH0kzaPCTN7rpIE0+tcHSexXhTOqGDBmHb6Apl+/AlwRUJ4mWlQBDjNEm1JYaMpNBwnuNOpQdh7pdJKfMomJ7MJluHESiW3DKGmqhUk1n+xVTAccLAJoW4nWemXs83N7eZnW+hSt9fg+/r2NXWP4Zmz5KwELyIwNj29wOwAo7z130Fo/prWeorWegoaI6bWfo/Nk4bc8NCUNQqNoSczHj6+ze+uEUCJB7IO32UhC6e6bzD6pNYVOJxEslIb22N1z+1Jr32kKxAK1cUasC2GtQMG3G+z+eBxEUSiGqEq8ZiIOHSUS2gKxbq3N8lhPfWoU2K1xCTsTaY366BkzV2cdYi9XKUK4OGsVJCTaF2iARtMgqqIMrtI0O1pY4vOiNRQ7HWhDMyt2gd7pcmFhUWM6CKoIZ7tmkeBI6YzG7ZPYwRBVgdaNnctPo4VIqAAj9nJcpTXFuSNiv0ZQYYuW5IHsYmTnnDq7GlYGrSSiLEhMbGJQrCxiaHA4uzKuxACAZrXHDnjKnSZVRiNaQZ1qxVJQYzSRa9RTYzST4ypEoznfsQCvmchYVUQ/33B8BNG6jdGqBI3GF/GjsWIFT5sVLuy8BaF6vPBXW+D3ZlFPBhrFNsbZw4GAJ90+BhQod5hjt9i1oSoWNLvD4EtowutXWEaYGodJOHZCh1SErcn1NKhWvm0uwFT2ceYy3AykBodykUYLWZ58VMgCHSI12NUttybu1NSd/xF02c0v/e5Eu6bB4UGhCbjt52oPKczFdEbQsXsxE/dqvJ6ubrzHFttzrmyzz4mQ1fW6ewuL+T4vlUYjW112wXiYUUKLaW9LO7uwC54AWZ4Bsf0eRTXZFzOCUbTV0rW9Q3aTn7B2Yjlcnb2ZduQ8W5hATeakWHCuMLDHT06q48zVFqmplfSr151nSLPRTonTCcpiq3JTbTR2rpuLSOeWa1chnMoiyzvIDk4ddjDtNNydx+oAVY2OFMfSqDGq7HM0itm5LkG3vb1DrmQiOEEHeJ4f0Oazbyw0pgzr3H4Z6XbW5XAGOW2dRVZ2IZP2atCqszCxyeMGpdltuWgxWpmV4KNRtRH/6udkTzYacBteFBb9E0aQolpIciShUTgNNwkqgMNw4ajyAwqCUaxoR3fwXfmJCkbRVjtaK9yui6kjk5Yku1vxsDORLUywjyuPk6k77DVRGjIySgjF8tAJhRq3y4/SEDEC1BkmrSq2rVSUZsPOGzWQ5R5AVrgew+FlmrnVvnFDV22KAixLoezuJlAqVnhDoQJRUGC0RNA60DnFdsZSkzWJRtLQyoFG0Zw0iGjn5U/hjDrw4+m8qaAVuN3teIMQURrDbllEx+J8UXv+fqVow/7bQhMGAoQ756OAfr7hHGNsRlstKDRWeA9mlT2No6YdK7Qboz0CsUDeihSjMajOnWJvZ4fP7ikZaFIptCX0w+NpoT3WGuDQXZr+/bbx5xcs3O42NKCUxWG77GkymuzPxV4PmxylfJTgpdSso840qTaaqHA4qDGaY8eufSxrOxck05OPRpHlGUCeqkNhQFijrQaMaLQzzfZBYAEd+aMmqk0gymxOp7OooRRBPGgMBg7ZFBtkMWmvRjsDsWNCY8Vd0hTgDtl5x1KvB1A4Oq4XgOVwUu5wkOBMwUmYdHdu57QZqjk2j9j+KPPjiBSigna6jYYQ6Ahhur+uoSKYS7s3Cx3VDK0fT5tKtI9fTFQs84k4vCSm1IGC5NQqTtpgYRhRAnHHs9b2jaSdZgX/TLNvFM1O8AGaic7NVMauWenuPEwscjyDGKiq0YTsYNGyX+/gdSSiFDiUC9eKGnS0Ca3tEkZ7gxt0iBaVRNidjNYKvy8nVv7QFDEYvzcTpyuAZTgpZhADajUul5+I0w5801vs7as0oDQRDAq8O3BGocVXRrNhUKdaUECTake7a1HAFMNunnhNaAYZrn6kR5oZlNDRe3gkVq4BFTuHE1SAzo0T2y9WtAajIUht5kT2YPcSXU0uDSkjCGJf35ux81GXK8jAGgeGoTltncY0wwyoBcvVysgyTVhZLPL58Hrta5Yyg9SZJkEVYZnXQ8SEQqcDp+mzW7coRT+zggRHMkas+sFNCCu0FRcRNAGyY69JUVpjKsPOZ2J5ZNAVdzMDE41ie+KI2CoqHBZ4vK12bbQvwvXT7TKYO2L3LTl5b9cxruxNT7GrnPbYMRSM5aEfJCQQJoqpoY0ghxg7Y3mjfa6mqlY0kEBHvqdxGm7M+hBWuLirCiVq7+cgbrRld4ildSNaGbGSancWZuzTIOLwkZZeBhoMZXVkcfY8YisQUCEisW2zLSHIVkcpEWWX8KAjZ7G/9zdqcBguJqrufWc66gI4DTfaUlihTbHzTdlxug6iLN11AAE6DCEHLOY4KnOPpJocNAabmchhuzQRV1fLhwuX2uVuwwLDjLDF7cLtbiOjBSrMRjwhKDPqeD7Zbn0YVeB3wgMJd+I2vfjNEBqN17QfFTmibiMKxTRjK15HEmOVXb7PUE0opcgINMT2b88tqwALLI1lOlnASQTcaURwMbRSE8FBWpuingymbdP2dQ7wJjeQ2Wz/ndlgb9OwMtBGkEbLZJdZjjMCtUYLdaZJREU7lzzMsF+jFzA049KOxhGfdx+AfQaLSqnvK6UyPsnMYtOkfaIUHJi3gJNiyxgJuIBaYAZwmVLKrZQaAowAVh7IDFuTBtBxwGkUTSlDqSej83tnAUR1vdZCY2DouIKU0p139pWGNY7dtJjxm7TrEImbLO5XRT+rHk1XYVZ1nkqxKWMFbHsE1dkEpiNF/rDHPo/6CtuVgcKuYUlMqovFDLGTVisMK/a9o6ojNs8G0+xMy06zonN4u6lIcnW9YsLY370CHbKb5sTWRVtx7w2KLcrOXMFCUZc+Nrbm9r8pu7q2W/ym68igjB6L7ihOqrhtGY1lTH7CtBkK5UlmhFGGEduG6e7cbiex1va00eDm+GSidTtGcwhtNXW+O6mjwGCgqU8fbc9Hqc4bCx07RaNAKZzedhzR+LSrznWxi2d0y3w7BFU4FsTAacYqsItrOAxHbFuZ9FN2gcKoC9JxTBsYqPZ9vHg3tpHDONHKRGmLoDuFWrKJml3pT0qqI69O4XQFuk8fu4sO0GYYdMu4gXZlX6DjLxEd/xRgqI7jK/ZrpAjVYoc7Q3Q5Wge7AtyOQoU/2rWYuEYFmo6Cmb2dVewZy8TEetwhBwqLUaW9N6wG0lrpLCT3dYJq7EKc1Vns0mR5BnSmYZqxNbYeutunPa1FH6c82mqjijwso3dH1B1rZShNTqPCNMOktMetdtxnQiB2M0pDoVkdC+57U2j7hkJc4RogSzXa+U7s9E/TzZ1NxLsSrjo/LAy6zi57zzUlD+4sTADkV9sjK61wufwYsWwryd91cXe42ztn25HT7XC5Or87DBdHmts7v+u47WpfMBWjI8V03YrrCCbjt07n1gal2B4Z3TncUrpznl05HjSlDOkcR3WkVukeh0XcFLEN2WoYlJsNsTTaNw3jAy6NxlSOuDnYN0e0toN5wwLLauixd+i8FnVMo2LzUtjPOJpGtOtaoOztndLW/Rg0YueoN3bf663YHf6goQgQZq0ndhM0ds2qNM2uK4/WWBh4YjXqTsPTYyvE8spQx0u/u7ZnV/5uX3/ata/b8VmNXUMXwg3aLgjl1yrsJvp2ojsKy/HrotHsdto3oYzYLrDijiWtzM5zNV6iI7UzbaY/jEOFSG1uAKUw2iK9xie2/kAsFu5KezsJsXW1f09IrEcDLlcg1oKn+3bQ2sAAAoRiRbOee7rjb9XtL6Wjsb8NjK5SBEopsttrYzcU4tc1Nl8d6co74/Kldl9O5/KiOBhUEwvU+s427Jsisaa1FWYDWin7e+z3/FgNesf3fqqOdHdet+O049pvRaq6CvzdpupOW4FYcUfHbrj1LmSHcRJx2DfIvUFtN9OO8XXc3+3cJBplRDrP4bCyAwEFpLoyO0dLVW24DDcXmws7U2Yok2nGFnR4D2a5XQuqIrHAt8c7puNXpzUx374p2PmbwnREqcmc3HlkGGiymuyEZjTHtlVcAcDtaSWj2c6nPkzwoYFIbBkGmgajlVMcy7ptHxOrWyHQiD/OVMc1UneuS0cQHn8kBtzpoBWW4ewcWk022jApxb7uuZzdywJW7Pqr0KQ328dM97l233/tBGPHXNc5NNToXr+jAJ+ZhIWBJtyZt3Ywi9q6fbcCHdfnrh3R83rYkVdmN+pux5R980/Rr053FrPjUxxFoWLzstBMdG3uXCsFHGts6raW2aoxdnmwp3ERtosrkfjjv2vbqGBHMKfiyl6dv9JxWOhYebHz1I6dmx1cbr89d9W1fj3LDR3fBqrq2Ln5yeyvZvEpYOiBzijWC+lTwJBPmIYD8SQwVCm1GXgZuCJWy7gFeBXYCnwAXBd7/+PHCrqSYzUCYGm7ILSNcaiOAn5nKRU6iywKUtq6F0asuC3oTazn3cSEbgct3cbWnZ8dRR2UFQtSNPEv61WxINHQVlw6+rKvH+KGKyN2Mf346RTdAzGr12nfc7r4g67vE2K/X7VGK4OwM7FjQGeBoaN21F5Mj0M+dsJ4Qj0uKKqrGBmfogbD7GwuSayA2bnd4xJnf+/KEDtOSOWPdt6JszMVTVeYR+wiqeKWGwuSY79acUvqOOk7Dq1oZ+bZ1xZUGLFEpKtmlOq4EHSNNUYVdX5Xuj22zTRmdfe7uN0ZbGYC2rI6a2620/WOLK0UGVlFAKSkVMcN75a0zoyrr2BF6a7id0d2bod3PbOdru3mjNWw26yOLWBPHbv5YW95Rfyet7d9XOBIR2EFPLFCnNEjk7WUHdR1rYyt0OmIzYfOTwWd20mh8ZiJ9n5QqsfUHay4qbvSGHcUdM6ra3j3C0Dn350bvftFruvq0bkbuu0HDThVpPMo7EqDittGFugIPoIoq+vBeKzu08Rv50jcDYX4y5I2k2Pr0HEsxv2G6vxu6a6ibMfNN921STqXZYeAHam196WK396qY5vFzrL4l3x3Jl9hdS6je2FVxaWt26cidpOq+512TffjGeh8HqfbIjt1BbQ9aRSGctj5UNy6dyhScZdR3ZXyplgNS/f12dfye6RGd32q3ouk1TDsra269kn8PLvWXcd9dr/c6mhH6wbLLkh2FmC7lmhggVIUxYoKilhBrSM4112HfGeaib8W6c4cRHf+Zv9h3+jtfr6kuLK6rQHECtexcXrVp3TkW732raaKrlrLzu2kwOVqpydLgdZGbB26joKOvDCWq8VPEVtKXDmAjlr0uDxN9X6ZfdcsWmPbs/u1ret871qioSwsIy4XVR3Hhu5WBogvQMcf/yr+YqA0Vmf+2PPI6rr6ddzU6z5Kx9yjva6f3coCKMoY0HX97LbbVK8TwOxY3j5OjK6Q1s5pEunahxnuvFjNS9dNXSNkdR6r+1Kb2fEWua7cQkNnIKAVpGeWYlixq2Fn+bL7OWn02MU9c7COx0KU0lja6qxh1CiSnGmouO/drmRxywNirQFAtUeoyjoUjaI876jOJZbTn/id1XHjqiNNVtx7DD1hu6VIZ4p7FxUJqHDcV3s+8TdD7O9W55KwWlD0WG7ce0+rsw/tvDp0y6/jKlXs7WwnZmjcexu6KmRUt3KNjstpOsJmOy/UnZ993SDuXIO4eYW1wz4Xre7jVdF186bjfAk7e8QOnTfF7W2Z5O+db5tmpHN3dm6nbuUb3WPrwonmhm7rcKD2955FBVyllDrzAOf1iZq0fhJa6xDw3X38didw5yedpxWtBGsg9qFhAuHYprM6Mypb9wtGYkDTWUfWmfvbGYjZcUrH7QMNNBhtJNP7wquIKyT2KMrEn5DdplSx/+IKid0vLvbQruEaK3ZXuHuw2H15nVlbj+qt7kVyW8epasTlBz3zhY6ala6Tt4+cAw0dzW06pjPs5pbEXYjjP+MLPGDvD1w91637WqrY9F17tKv5BnFp1HRmUbECaBTo+4TqChyI5cEdaY67KGrda7t0y0O1vV20Vl3bP255vbdYR2ba+4Lc89qrlEI1h7oP7GOKrky4a0/G1x51Lyr01pFmj98eq8zhIJswXjoK3F3HkBUrwKS6srtN37twobufRLHqL7sWtPd5aU+hugqLHalSoJRl1+gqGFyliY7tceef2Omru44Ff+ed2K6ihNZwrLmRvep4AEYmH8oeivtIO13HQ186ltNxIdBdx0v8rQboaGgZd6Z27oqe2X/XORm3agBMMnZTRPemnKBizeNi54ZVS0/2M0Ud6euqK7C0QdTRVcuk42ocOwpxHQWdjnNUx07A+OyyrwKSFbf2YN/V1bFztWNpXXdEe2x3pewA1/L32hLdbyJ0D3zjt1b8HrObVek+D/+OQfEF/fg8pvfceubnHXs6bn+r7gvqfVTZ50QpA4HtXevcufpdeeawSk1Fr+3TvdDQs85fAXWmQSIqtt3jrh90bz2QGGtC3LF37BnFdr4OxUqRfjQGfl82UBnbNr3XSsXS3lde4/G2oNo7k99ti8bn39BRMOoqfEfoOrY6j5iOa0l8SrqdT3TLdzrGsjquubFzslsepOzjPjGpnpq4WRpGrB5Rd61Zt0XGDevY/vEF/s50xp5NtMfvuJrFzy1uLj2O073GcGB3t+tpPKUsu7Cvus7JjjJAfAue+CaEPZfa8TlIVVOD7hXI2vtXdbam6Rza0aSh28bQnZu/o8aqK9/qOF+6zpw+L/lxBYGOgLfncbfX6SQzlq9H0TjigvH4lBuqe47REYR3LauvBKjYPu+Zf3etqNPhj6uU6Nz4dOzDjrykazFdCzI1PY782LrG5e8O5bLzzB5lpb6uG5032EJd03ek2w6+jO7rHL+m3ZIdC6rjVyd+3B75jZ1mHVtC97zRPmbit1jPNe6+ryzVdR1FdZRoupfhHZEeraPiaG2Q3B6bb0c2FlvEoYEg5R1pVh0BftcSVCxv6DjPjT5u+HSsQ3y621QS0NB9XXS3nCnuaLfnkNoGtXHnptLgdrd1v66q+Btpdv8p+yq9fZ7BItg9oH4j6WhD59Fo2aVKdPwrGnXvExKMbnfTOppxeL0tECtbQY9CBxAm2q1wEe32DI6F2/T1mMI+0H1mon1h6nOf9r7kdN5h173H1CgymzWNcUvu/Cvu7NBYPZYXf/D2Xr++ijX2SFZnO+teB2XHVwu0jsSFlYrmxIGo2GW3s8Ci7JPIdIa6zUvFzatji0aV6pwbsdXqnlXb+8FUFrpbAdoew9CxC4elsUK7UXpa3Ny77/tYqYigJw1o7rUtVOxE7by8q44LDrFl2enrKOjEpzMYewqtd1m1q6bF6Nxyqtsx1Jl5BKLxq9ZNZ7ASt1e7iq9dF7muGxrd0xB/Mas3WjvHKHE6GKb8pMXNMz5hOaoelxnXpK2vKws9j+HeF/LO9ei8nMcVovbRJDNeWEXsQmBnU8Oe+67rghGJbQVH519251TdtovuaA7VcQ7GFzrj09pV29ztwhCrNc1rgN090qp73AmJr2z/f/L+LFizJEkPwz4/51/vfnOrrKysvat6nZ4Fw8FwABCYEUDSYBABLaQgiTSJD6CJoEkg9SBKJgECKEIGwkjR9EDJJBplJtNGgaQESkaJgEYEMDNYZqYx3T29d3V17ZVZud39v/9yTrgeIjzCPSLOzawRx9hNhFnm/c85sXhEePgWHh4chDBhUbpNVgpC1QIa3/fRxbOaKMHgMpugYeHhoWUviDbcmvciswoT5CCIklLUgeRa2Adm3KgR8/3muMNo6gfgeu+Sze4oAW/gTPbn9/EygO+lspCd67DCKOMBSuHtq9YpcXFNeC2Qk5n1pFgbF6sBQZQ4jlikO1qwknXsqAneL8A9qPJqnFjxtfttiy8b6H3eMfxutENj8gvGytne3CtD1yJnHiX1wZ1V6tHliHoQ231cz5Jlh0vGUgnAKJNjBxHRVw1jxnlbOf3O7dvl+Oe7z2JYRnwm811a2No6Aa/9m4i/nFZ/jeq1ZJUWF45xJGUR8KtB0bpYmV77ScBk9ADGgIFTt5HKBnKItLNIGPVArkhJPkkjbjGmDZj8jm30sSGL97YGBTOnc3YM747H6E05Q69YKScCC6tehR8NrPAt+5sbkdMI6BuHX2i+hd9WsOnRAygGBkk7UcNCNosXFxgX2AHjCcoRRJAFknwCQBlNZEpLLCcAZ3QZO5kMyM5w6kJp4QD3U3hjy/4YR8J3y/8Zeu7HRkkdMtjbJJ40VND1JCv5X3L0IVe0Sk7mS3VIHkFcXLde54QNe962s0xrQNOhRZCTfCQEBG7ZoyV4I0hmhP0sfYiLuGuYMEk1r5I1hOh6/B9rPrb0K82Doe+wnoFPmjMcqBGwtQ3jcS0N7gYyc/M7/PdbnwqC/6wSJwu0PztXCnmJtYcihNL1wkx+jhF11sBgHNI5QH7B7I2vxa33qFSI4BWiWKWqK4Jz3IXLhGgi1QPyUSHzYeCE0Ln1VtjKWSME0MOeduk4EL0kAEcQmIuxtGOU+sPBIf838XsV4Qg7FpRKN006t2aUCUpM4VHjnU9kGWo2G1sP4yJnFDV8UZkTBixEFgC7cwU+x3rOdl7EAsmFwFqE0rwwEM9yqY8hBIDFvWMq3ZrEaktxbhPcTTwXld5G40GFKDA1Ye6c3dEJkUT990BeMoUuG3r/Tv4KF8y++2+Mn2zeNjD1O6NULvzNMZxZ5j3s/lvn/QiRVRwdyA27ixw13qVYG25qtFMs/RRwscRotX7APhiSrizizgl4k+ZkPd41NV1sP68ek/Vw1APiJqP3xABgyuM4bh2VOFTrkleC0gg3WY6ovIc/BzgKbVgXX8F/Pf4NewZq3FDVZIrgnwsVt/oe2nb8OJyZlnWhaWMyXpRCXehAAG+dvjJhsZXcBxPLTHjv7dsNRt3U5MoNCXHOyVOZSJYFJZVsJrCRgdVirKcx5SwBGu/VXj+lPmpsIAK68Q6eJQnGf3uazor69x7SXVoEl/1SSUChAGieZ/vh1LmzbjQPuTPjE7PfwYlSs/9WO0vXTM+xUTt1unUXuNDd5hEyFd/nj4ZLVd/4dUVHdBImE9bWaCvOlzaWRG+GDEdim2FqG/iAWWYFKcKYZld7BEk/swBPRInPG7DTPFjhnvOMBu9dpPceJi14xjaRDlx8bTqJ0IlZVs98Chkla1ThCqnVQIC4MLM7VeuBsJpdCwFtZNcpMwZWYBT5xQyL4FM2x1YSSXRj0URKH2EmADvhWIpfei4tuDwxoN0ffbCeYL5Qa5wqg0wZjGZnMZtuO6P+Vxtcu5PRopz3RHU4e5Vq/j34delpeJOdHQZw41Toe2tw5vD8CjlBwS34lsZZyb5INNOc+mfVe0UnEoyMJ82NCDuLjIc0JjE/pdbkPKAZ2zAvTbuJQdpk3FJej5cj9NEAKquhgb92SI8CAaBm38LhFqofNf+qGMYNYhyp+cXIKzGw5fhd8+hoaWLp8DOk3zXX0R/1ZFxYwplF+WKSQhaHIGhF4Q1xFYiwwECwmKfa8kWuW5AzK3o6E4MgEGvLRcwQ0wpjU1+iSZVFkhWWsxSm19EinsjOh6NRbPeClgq9a8hWIaIDzDQXkj7iu/A7uk0Qxuyo+JQOVOsvjgA0XXGezzSnyogLhN3Z8kK69wiz7z24F4DNHb+9h1cyBkLK1QRRqJjNvQ9+Qy4qjXpnMe/tJawraeDpBWnRT1OJjSkuhGPrRibzEYWGiAdWiE6tZmdYclcjKkUSjSN2dzJzKWn8mkpjmXN8gGW3iFMwCoaPMLrGJLTSaC7s8zQU57frVdCBkBz5yH62r/Y3UXBXarxoszM+sH1HLvyu4rhnrcGfpubwJIaclO/87NDUDPgQ94ZFqKmZYxybkah52mAkgYQYCKGkElR36RFszfVV04RzOzXGkwRbn3zQIw5Ko3XhMhZ+NcUE4NVNFmE4g2GXLlNdRCHUuoIqWirqzM+fyk1uSJzhOYPgWk9Hb53K2SICyBVu8JJ6zaBZ2EB5PkQ+/kTzjn+kNB7zdiejvmw6HwMOgfCYb1RGJgm6yOZXBDKRBYWkVaiaqW6BEGm7cRhBrktSPCOJWYkiX4T5W7rUGBDPiqY6kiCb9kgDFnEaLtPDgCTE/oDI46ZN/UbavUwhhQROjXc5xEICw+7DlWEOOASjUsKzGBnp2cQtgr+eAex3soQ6CFUWaroM/tvGRkcU1+4EG081TICvFH1Wo6gLkc8DI1V7GEkhFb5pqKasXTUfabTz/VM9Sv69+DgQMjnGFCnFYg8ne5xhxtfpZwBY90qpRHY9hSfZPWng8a739moAgCnWkFMijf9iDASAWeC51pDm6XW/+SDSmZpsxqC4pMTvxwdFCt9D1FEZTXPWX+Yclt5cxiNSCa/1iVuBddLM1AxpQiJKCadJHqCVrTo3GvuT9XC6AcSgScxow/IZKf4maWXidEsNAmGCXaK9x6FotqNzcLHKGNDKo10PCOOagn8Zmke2RtmVjqSUlRSi5BwO8G5IjTknQ+YptmL7d7Y+g2shcrA0ROBMWRzgVeHQtqcvNlimzMR+8GIsaKWvIZ1ZlGYqjH1vcq3K769K/8Aqi4kx53EL06HgR7ip3hImtAYxsI7eu7kNM5Efee96jcRWMCN4v/hk/9CCnuRLtZmIolKr04rusAInwoN9a//qPlg2W37Zn1w3363Qk8qXreW12TdCQi5nPhqgU8R0vn0KYKQWShL3HIB2tPIwJdmpOhoMxjnPwezU+ArhEobtBdNBacCxvxpDEQPz+QqCezH1SuPOpS/TB5hqh9o7EnccvaNicUV2BCTt83ksDwA8L73NL+eC29bF1u6Osnqf6tjeOkkwmm7XVkP9TXSfWWtlRIi3YmacT6TP6w/eA9/D5wqGsL/Q2OjX+eLiIANDrNZsNyozaEWYkyiae+MbyF2sdErzkLtziyAhB/pKF5OuS+5irSN/eB0o3FAhuShhWT9E+UkEUxskY5sug9ueFYhM5yFne7W7XR7tWdGsGO2XksCZWc+TYSEJaZLEcUpKdIGx7+ECW6O9mL9VQZC4pphbaTBeMSCwrjD1976G5zPsmoIW8xPsvm/+/SejEUQ5OSOtiKaREbWAQNhSymrbeMPF9ujAjP/Q6nHhbrz9k3fsfGlXXKAaObpROGLJEMN4FIS/vRKQfqn5WpwNDnOnYYuwLD0Fs9cKsXIFY9N2bkA4Ob6Nm6fA7t7DYhdF8xfm5JY6YTk/ZPPLwy8031JwlsnifS70+2/ryUFce8ktLxOZ4i7vEKOA4hFAulggT4xLOf6pVoWXEcK1E1iGFUngeM1NRidDQ5ezG7iDD1Nfya5VABhjDSZgNEluoHWZoKTlFLFfNYqKp0L8wup/hahqohls4yWpYHf5jMlOi9Qh9CYZZznKCEJvvj8Z6+bCbnTyWJD0peZdaPdf3ZeGJtE4VYsGz5mADwD3cAeJ/uTSlhdmqkpRzMPRGCiiTWIJ4vDN2B2rSPVmvOWHf3Ldh2jFQNLkEwEzN66CERqfCYzXPrFGz4iSBKxGZ+a1YA2pfw0Yt+Yvx7mT669YbQykK5LMwCQYI5jBBFuZhwJA4uJ79H7JZ4O8sepJuOuVwNga7WIEh5ZafNu9jHm7A+tHktVeXfhKP8iN3SCs17NgTPdp0WzhzQ8tzzMyr95ZrMgzVmYfplm19A+msphNmuMmvpPdIGLGRbAICbGdYAMwYRMuVya1apR+4lN4+K3Z1JDVeHiYgdtbr/mncCZl2m4huVT5Eq2qld1J+LtMjcUwzhoN7LkovYOYp9VqqxT4r5a9Ctaa0FC/GXYB1PVmKA/A+/qnCK5J0JPwwATPCNq2G7Cu6IPyJcyTZo4lxnUGz4FxsF7GWVdD6sZbZuHVdkKjO210n2Lcv+YVjfk6ML3el25Zl0xp0VhIhIQKwarOrbuoEnBJ68mBgdUGoCCAwi56FDKSUSLCQS64NudibilGNOwVelEWhJk1yz7MupX6pk7tqCrtX9bPA9zG8d7rEOw6xb4SFIIAEHcANDAJsk5HaCp6Bzzgff+GkjCRmFyDpDRqOKUKBs9bU99JuFVoHyeKied44+v/wgeM0WhThX2KJIT3AIh6Y5w4prQDzqGcjENay4RVfxHaI9DSQTKFmJiq3cC4ifx9l01yedbGhTAiRlnUO/e6K6eNHANQ9C0T/B0Aaho0cNgZHwg1M2ddmB0kLH+inbXE+AF9FoC/B/NCXSXQwbvzRkUgTnLFiS9U772D/ZdLWkOolOoNNuQgor+mhf7+S00bGfXd6ADfaAvntIvJ+hR6F4X1PEVYPYC7O343fmv72NDIM7qMBjjj6sm63iRMX5/eMQFWkPUlVTEkeFCs6018R9Wj+udGmG6AUZs0hSjEK7mOgbiLMRaBVPKTHf9tWkWhTsO+r9zD2J2Gbe6K985Ady7CDoLug7+yBCAeI0Z0jd+VkI3EmfVoy68P+Cam7VY2v/nVMGJAFcVcTWLBCwWnKrxJeSJsb5+k12HNaoVgQevB8chlg1269LwsaH2Rzqu1SWihDR26A8yAGyVX8Ie4BS3PCO8PcnHEQRKjiIJTDF2BneOJkaYsFq4bu4uUciTvFAKjGb+kdjvzQeGopKzH2+ZoRjSOOn8HazynnQ1DLs9M8nhd0k74X2DbJZuxySsCgtsjALUjyls+WqdZ/GpWU3CwAB84rrV4zEAmIyS5es3nr0iBYT7a6FWnYpsLP3UXMX975mWB9jzFcdByKoPQj7Zi5Q6iglK8V9qMg2X7ACwtTFF9S5lXxl3aauHQBn1A7o9OSa/9TLhLAgCABt2qLcpYg7LIpEpKC+Pv76BNLxvxKKOS1ooxUNPGZ03/YCqLvWbMjI06++PfxBUANtPDXhCq1cnxP8UQUvreZBIvyBTSPWlm0G4b3i0pEVfGJhEmTsiWu0NqKuni4k4rIlrhc8AZ6Ht1Bxgry7IIexBfbK2AwvzKrYkIkPDBRLVetm0Jk7xnPA4X3OsOiiCkmdh0uogPDOCiSWcLmIA9npudSUmTdhb7ZC37noize5Dm5SlMUhygPBFNyorpKCUY9cFQcYEQQtRW2mIAn7QtOrdRuBKUFOIU2Ca2jbiTQkVNJfS5+WncLbJ51vPHMbIlALTtxpwTqbDOyHZ9bXLGi417kbjPMBhYOxARxhx21cbR3B5SEw06rhnFoAVPcB2r6X6EGcQYOUSXWcEd0QM0jJLkXI70/B5fA+DPlJ6sZdcjZwBp3E3d3IPDZcAv8zuxAwTGl0I4hWFS7b9cXBwEnkhxRwsAbtFW3LVjBpqmw1FbknI/4oRZu4M8/H4S3BjzdheiiEUoR00YE3tW8SO6i7PdlwNjT70CEN1P/d2BTWRatlvsr5yKkJTqhgPhnJboQbg9f9XbmEkLIH7cdfCTfEDtMYOSBogCU0sML5APMdNmvIwuZpJjy2UhhiiJdNKr0l7NddrJCu9Vuti+EyuXnfWyY8EY03ZVQfS0uQQDuKRVxHdJSSAiEI083qlxFwWuiF7Ye9HPdiXrFxG2o8cDg5tk8DihAzzZQVS+AUSFS4RIITvi6pxzWBe+W2EujL/alTmks/ibQkAc132s8tt6Sc3i5fwm7uNO/CZrYtrJ7wbadU0ruqPxWn+KMF6S392jdoI1j7EzzoVbMuMtLvvClfP6/G99sYj+kwTPrp1hNN4E/kiYdD4oT6zBeHQkucb6MaUkXbtGp0gGHc+jZq0XoptwaT3lPNmgiqXQj3EDi63bYBCWM79zNnK+j0KOWy3Jq+KKVfleK9yRbybAjNCVeIaOQUbgTvPgehVBWrNTiaQd7vy82E5XTzAIjeviU148nTfz347pAt+bTJAnKXnWyI4wYR/nJo/mTW1cw+ISyuDsKgdJfVCoE7eqa7Pz+TkARh/6uzU/jX3w82Pr1zrSWdPEd1FJzP5O2nkMcNN0Qca6TC7XaVUyehrBBW+NSDHCOulHs6wPhIPDT4reMQGjkXfBl3gGkk7pMqPaHE90Exy2R3uY0gYWUyo4HuVdC0+eLf1uMJpsYr6IRSLHMHDotrG38Ff33Bv7M6TfmE4NDBp7L5DuJX2OHuLTpH8wlUUA2pJ7TNf0B9xEulcuuZkQptNFIDJa2pevugZv91sG33dpaRGsnYC/dFhHU5LAHxLrrIEDeFMsqKwTpvX1ZBcbTmezJIjGqCeMxuvBBazTcSNBXEqnCdZdhiiWhJ9ufhBrJBAwDoKU2lkZUBkjIEeHb8KOoyx670JIyi9du5j4nAzX+N077UYwZ0to9aKJZxYzUNyNqYdVGFBXG3cNOoczqr7WvC1NHEgbGpT1luEF0Ceth+rBSF9o79Nlf66YoC+4i8tYXuMIy84aGOZg/blEdXMxN4PRq0uER90CHIhthP/qqbsywJoIFwTg8fJjlGwkueUBADZhtbC3/PN2OC8UCn1ML2B+qe59ZMJ64t0/JDy29P+L70tdujX/0DQu3kMk6ZK8kmlJuR+n881xoPVJieDt1sxSc5nOZ2hxdgR7Js9X3IQoe7nQwBhPPEFfLPairPbaPcXCG3tOiZAutrfJ55+0cxB8SHX7JdCbbP5c98BbnAE8aW/4/GypQTKilar3qCd03SSd5QtyrayOJdJZSgLwldk0st9jWkTLdR+8C1pyGNE40MYkxMVxY8bYPanTSJqaVc5EeAufVWJfzFgIFTooSgq0xVg1/tz2GV1iEwC523VZnf4pXRqvxS/ClDah/xxHU1OomrK4nqSgSB1GceF17dyXMfMoDVPV4PWgOakqyxKcaKvdUQqxP3YwDhdSiOEnjrdj0OhWIQRLmmKJg+O3sAnnhgkOl7MbepjwrVdEyPaG2xeehPEK30ch1s9mkgrpETvnmRfiCJi28wEjH6HPRB67s6sT60xgNFhPdqPxZAsXAFE0RjIIhyamRRqNk6ZFE++fY7ORswk7cOumA4HRqkBlDbzhzLpDNpE2t+bMnKZjsvupemkCdfi0wgyP9oPCu/ECp95ZZCbc6oxfaJUVMJLi9V13V7XqcaXJzqOVPCUQChkbTjtIBMZm7D28XOMjUGfe0PjyOyVMkUYH+l/zIhL6syExqPklJTKZ3Q3NlEq3UF+yljn97kazomUGMIlyRSCOQuhDk64BOnL4YOzd3b86mwLU453xONYhpeej3Ugbd7FIvN/QSF/KywCM5qw8SwgA38SXFelQ3ha6hwxsbZ8YjzUdx6A1R4BzvOMQYRQ4af0stdnOuedVY3Vm8VmSyIvW3VfTiAhfUAop7CY3bReXbE9kcIUBLLGMslI2a2jA2Bkf4ifoHfWlbFPjv+v1JTs2PcDzSaBSLrUiezcQrzpvqD9uzkHwzwcXiYsd0yLgIeOjkT6GJDvzjM+N8rjrV6enKotENCGiP0NEX3pa3h+7lBEd/9vhBh5Co8xCXE+IIzNNjD5p+SwMm4CHbYsnTbL2vNJtIuIygHPlK85g/MDdUeegxDLH8RB1QWwV4PPlY4CBk71XTZ540T0hCqA6RTeCgcH5IFxObpcxogW3I8a16fNo4TBT7jO3wgUdhriCQCc6WMsmUWt4b6BDPgKEcJDfC5mvmzg/rOprynUGICA0AavKouV8ws3FxT5/EyqIIkDVAsfYIBfOOeo06za5b+jPJpAukiDUEwDqsQnQ6MUtJxKk395qSzicPIcvSdCMmNdOJjH7+0QVI2rdStXtHQe/h88Z4epj3IVl6PXB5gwP8587PDMQXfRnERc8gOn8pVd8CTEoD6NyRlc6hhC1zYusl/ObyAV933/EqK/z2ZkZ/6ZNLp6XDeGCPMasKXE6R575JIE/YYZYzyNj9sCEYbOCf9OqZ/Xndbw1IHAgKrwA0NEoSisMYBMuNmbKz1vr8qkd2dGKCgsRNipSpRoV/8xqnQblvdbO8cGb8dyP37n1eb7wgdAunZvMegeAH47HyYobMju1SmOU4DjyDApXjCSlJfQtGtYUtdo4ELURPoFjgzFi1F/5RgFGAra3jwEQOpLjCakjDQNreM3ljC7DZSoiPCTYX6WPIbs/nyzfi62/SvcBIjxHRwDZ9VFVdhnQmjGb3SnCcrkNEGFN09gf+frC43CkQipiH405oitZYapkhwRmr8Y31OJl+kS5XffhbjZB6ICTlVp+Fr+BcbeIgieZ/108k+dh93g5Cyho3VAZ3Qh40ia+Kq08acfRb2HcJDdGANgbX5fu4Jzn0jOwO0f7eAVPCbN91gx3v4/PhV4H+LCEVsIIwO0jRqf23jzqEDYt0rNKWh54srofZY6tYP3/yeZtROMIhP73oKXDpJlji1eqVlZHUtLbw6Pvg5Ci9jpKvOUcu3jrThJEdTl5njkR8YNw7Owa0+ne4gfmWRQvgj5Dl5U2SnogoOoaIn0FhBxJmfSkYA6MlcVzhHHnsZWV4g6LsB3VGgN40ja4OfNKrrgUepjzM4uahivJoUvvOQRA9PXLyrOywFlQfqOnVCJNIACjdoNOOdQIXRmhwZKEklNSAEPQHAbw+eY9eOlDj7T/O8IItJFQUJmssHFYT/ciXEd8GH/rv6k+gb2kWTpnogcO351MIh4RNZgEo1vuXdGQN5L03CoZobI2GWCzBgAJ+CQ7i6LivJfCjwAE7F8w2sYfY5rLrmigkcWmiqKTkUoQY0nrwYCKBZ6bj5qI+/IbeKP4A8gd1AmKy9mNNP7kZd+dnSfFWp1u0vNJsxA0xWmTYhSbfg3BN5Ceqiwy8xrAXwJw7Wl5fzwTGyFmM94GgXG+fTcuuRPsI2r5eoiVQAYAG8qJtdpfCEi4CkqiKDuyUC4xTYyBskArUO5KmfACAOuRRNsy9jSVlGLKwGyTatjePorukD3ZwBT3RnbnJC379G4UiOtWuxffzrDGuEmheWmjzqIEF1rmPNIe+R1dTr1lNOjbqSeinMZ+NF5HIqt359K9aCXMDGBJ60SsIsmVyfc5t04kipVUrMUpIB/7EXqIn73A591mJDfh5ol/v7dgI/0IlD0IyxA8CUUPEo5MKFkDZ6PkOghVYtZugwPz8nd0hnF2T3xbTVJyE7aI24YQJoCpRTvyOwldP9HeswCAu4/CarB82YySxp3n6XHIotWBlMR9aTgphox095W9cF0J//CGm0uaYf8CmM4uIvHUKm5DhMdti7ORZxj6vN+t9j4IFGMuTNiB0OBFemA6G3ejTZ9TH9tJGewGAL4Na39LM69UUMWoxmO/c3rRpIAUa4hgolNUDzzcGEWo/K2mDd7n52LO5OGuYM/glfDkI+fHfYk5XNNCR6ElBrpugssJeRqW1UEAdjkJ8h+PGpyp3XEHYIsn0c4s1yG0yoVWlERxnQX66tgCiPeMcrhHN15jMiDECV0bT1ZG2Z5vncY8XonxBoS2Eg1TnkfqzBYHd0cgRVpkJlCzDQTviyGXV433nn7ruSVMLn29q/EUW9oWB6oqXDHAEEkdoaYi4FL625EdYuFN7bK7wqsg4ZDkv8C2orkCE2Nn+wmIK3cekj/r3DQ+wp/zr3Cu3MIYPmhMjAYce5/SKNC8BmGHKxgJuX8I3h+juqvoklDA8EGRwPnVGUArwbSIsX0JtYPH6IKS6PKYOAyc0IUJ6OS4j3T+51s521kqZgTCTTouXTnBSWlR4zByazziG1G2WGw9l41OWg8xiIg6b2zpisO4s6qGpnadC7ukwSDJSIqvzHlzvAaoCS6F5bivjRE2wflDvJ7BbXfMPdiE2fwsuqWGwKqRfspeeE6hNRTXp3fi98e8b8bfKu1pUdBlr2opfWJ1/cvZIcYT8TgLbt3Um5zx6AQHeMfeI+2a2zWwi6t2i1adUaSoYMkIUvAOaUiX1kq5f7UZ7wAMtP0S27gI911aXDHXuOjeiRdGLihA9CFGT4hSlxl9SmPWuXWcpfs4BLM14pT8NZ3dpWAskZ5fYitMNuGjmwf+W/BQOzwHdncfJ/lRGRLa8RK/PZ3ElwTg3fEYnu7bnUfpvwRdi2spo9txp7dz5r2k7+IL4VWQFXECHSvAocVsgyhzMQF3nih5Eom++5pls8fSBCuuDfGcenpWN9TvAHjtU9X8I5+EivghZBCwcTjf9sSiV0EcNJFqYIlHLZ1jpZeCEvoY55SuihVBKNWVfP3TwXBtu1cXjaqmL3bvFtB0GGG8uYiwy7ftnSO8fs/CTQAmk6Wy1IXdC7a9z4lrWkqJgMzabaARP/mwbC+UsujO1UJRcMTFmmrnQPhWNMXhuX9HUAquFKO8P1wEuNEiCoOxaEo3VGbGOFwVQJPGfAMAomlGCBmHeKKIB+Ecu+CmNTXP156g3X0UiKSlr9hiRkcOH45Gioa4vFs4pDOcbB4JMFX8a2kULP4WzgCe7kzEf33XZj+a+b8q9Hrfj8AETOfnobZSQpRVJBB9GHal32/mAAOjwBA0U7OsP+GDVrwj4Kar5BVhKvb2Ut8ELtfi7iNL3LfCBbxMwGv9rVCkHO8xrcFI9z1NGeh4g+fpSfQCICJgoq9zEQnFoTE76VmiIHhysvofNwfxXA7MaPg0GS9x49QC+VvhrjwX6pQS2ogyQosuhCq9TUf+fZhzcXWT1B6FYAIPbMAEdgC7Bebw54Tf4ddC/YoeMqPvx8boIYInA9haMq67HTPOBMLbyrWqVSxJlEWZ3T1c4GByM427yuXrqtNjHU12M3gXYaA3nAnP4ctBuENs91KWzVWGDeAxdjFqJpg78oollAutQBru3WC+Ak9UEje8uOtMcvWSXzG7lzIG4tIJT8MDWprrb8B4LrgYvj0Z4wyX5vzWfLSLs0YEo6RoG+E5eGFMkN8FLDkSxe2Dq/lyFq4ACR1o+2URcdQk9i5W/qcSxYR9AzinJXawiKdCl7D5pVYfDAzQO7pJqGN/RU927OAAxzjffiG2/BzuYzPZCX0gTFQgrhz64237fBrHE1jSRo2OL/3T7VuxnutTf++q9jZKEJMuiNKgGV4H2+J93AFFWgkcx2u6S8hjK1l1z3V9bOEiHKfRWfKI8jKuL4QrenaxAHiFcRCqm4Vc7yQN5jQeeHL4WSMPaOxz8IG0zs5uGJwUg1rfj7C1DA0wwLXxyWS7NAZ+vN/nW+Z9PIcJoKHSc8jDtUbiAf61vrbJxSMXYQ0wYW//IcgBi8V+lGf2F6naHPZtnuJR6413yQjLUcYk2N06ijvtjG2+jDWyO06VtklOHHWXIDic7r4YjCMJ/7a2T7Eb4yt64pKbHtpAKyadjEmifFuYgsl7ZfhmWxOwbNRMI4YzCKNmUpITecjpTRSvvIx9D3eQPEfUHKh59xslCssYoKYvYl0sGis/ainVoTx7bqUXpT+cbhCD+OS5lcHuOh4Z2cPBejEwgJ0s+BExcNm1ce3+cJT6rO+ITqp6nV8OpWdVFv8cgD9LRD/xqWr/EU4kyMNLFTLTT48wAsdN9JcHPGIspvbcmX+fq2SJQevEAB6GCIsJDk8OCIzL/jwwXhVEgAHuj+P5H5sSMtyjF9D2q3inz4d4CZP1CS4xCz7PDaadv3+oltp2kw6Kw59HbBi47tI5GREmGP4ycznvpFFu0s7RZMrKci+4Xcxa894XtKqovuhaFs5lM8PhReZ6osoQgC+s195an/VLcj7BTswr762VOwjPlxt/TmSkd3ZDDsq4v4JShLgnuJ71izDqFpDwzrLcFxcH4aoMwpeWYn31LhgM78Kpk1fJSV33kQwL/rvqOYvCwOYdzNilDzKKd/F+1itACyeTSQr/X+5WWFFdXB8umxJrdXAG6Ys7mChDAlBa+0PZYMVdYxraV7vJ6vwQ4JUUfWVGbkUEECJ/5vD5JO6n8pfAeLK6h4/5OiTExLJfhDmTdSxrtxxnNMB6uusNCiD0vVIwAaxpAqYW+hJ6AP6Sx5Dm6yTgMqVj9tJc0Wrsg/8iwgUA7Ibrb0zPN9ryqVbLU5QjwAea2Nt77McmuMskRk/YXgGrENADENwppzp3efV0hvACPUZLI8g1IIKXtRD2NqX6XESC0hWrcM1COge4GxjzRaN3lvJzgmmYHmAfu+NDWEHfKrQcLs0BL30Orp8jkvddKzShplyld06fAVbptElnRQHghXDOckmEDfXJsEb+fGt0o5O1nvWVJgC7s8izpFemkQDZyf7rAIDl9CAKgukr46VwjKfN3P7lDLq4ofrksGx8Oa84UxSUHYDJaB5r/5nmLQBJSQeA7cktiHHK7k45kOFdHVaYYD3ZDrI/YwsXWJlI0rqX3oVQKr1+mt4DHndkxz3nYPnq8ruhfm1rYTrfUYyRi2trQAWp0bgixw803LF+4R3yjv1VOONwefSabJCMVKf/lxQqaxxpg1x1KPfPBej1KOTXDfWtVxxkf1Ofo2c0uHeNsFzu4GLWRFhl59y5FvOVr+4z6xSv4YDlPKcfgSnGmQSShkXWLk0olmB3nsbuwhzOS5evxt74mq/1x9l6SAa0FKTLy5sX3pEquhTqgHKSphijD2MxIYlDYHfVxJMhNiseauSvpbCJ4e/TFS8NVqhjo6GqHphAK0kmBl5fe+BnFRvYKS3gACx6MTx7g1eHFNG7jfRdgkAmGbkEpkb7k6cUkHB/BW8IV8HVDdyA52FaFbwfjgSJ1OUAnHcnEZYGDk82n8Q2UslsxFZ17yIAYF4A5KOwilzqC5X0HQg6gRp/Sa4BlpxWOqtyD+jERr8uJLanp2dVFv9lADsAvkpEPyCiXyWiX1H//tanavVHIFF7mB60ZU6fYxNpBmnRfO3VKDmawSZW0TkhBJcN0gIczgqljXg5T0AALrtzvN58HIkrh0XM7gTt4xC8Q/chnj8IiNuv8SFejMgEUV5CDs6sYdUgAOKGGmBckj7j5tNX3BtYo8PrdC/2VXIk4TAx3Y2g2US3z9lff5g6XmSvrCy6dtmCtwuFse1Se3fcIR5Pxbqels4uz6BmGr3bwIqMEgWOcNifQgvhtcTuouQwee8UUfLunqkvYul/edP5IDkMPIdtEIAtTE09dqSS4HNVcBnesQebbbLKIBPZS7jj+Id2GAMI49P1vo/WQiF2XTx1llps4MzukbznjtEHl1lqtoG1bYtWKSowo8FRsI6P0BlcOcU+XDvBBXkjRzvKOJYy8Pz0chVhnfGk6B4DIPJsd6Tcd32U1LCrww47fAlKMxKstymtz8UdxOf4Ad4AUE7c7s7jxHQinsjaTbDLVHzUPo7Kiz1XKb+tTVrMMGmvgjDDyhggYt+nmYsmVYQGFiOBKG1i0KnjDLGPximv/sClPy/Wav1U9f16L7TRC0Lv8O14ZpFiL5Ci5O2Osor8n0U4pyZjohUr6XfECgp/QQl2NVWbYPwQUUyLZHq8r1M6B0MA7vF19NxFYZpBuFi/458Dz3HdJ1V6IzuPwlN0F5c0g7dUSxTrhDM5PlvBSDtB2lwisARnTfXFGzHiEQnA78YBcN1HaMzl9hzdgJfrKZJFttZF7xYGAj77kem5gV2rcV+bWvr4ymYDfR+Z9DW/Ky9PdkeAwYpHsVtiwduRdtua5bcIpoSTbR1RFJivGUR95E16Pm65PYOmEjH0bHMU69YKl20zlUvfS1y1GkoZfE3/ZQIWiwMIoBFW1u1xWiIh34dRmEYQeHNlVlaWhYXAaEYvVAT/9KLtVwobk8Im3hecTYm+pkez7hth/B2AqQoA6AiYBhd9BuOzzfsR1q0YIdrWT8QgiXy8Xd5fDASeT16hBYA5L4o8Jzs7igUnnnQ5LbKC43/AXhZ1Wf7aM6EqGq2pRe216+jpAHZxmq7WQOIRMp8So6GBw2q6B4Bw+wjJw0J5YRB7V05JPxyrHa7w92j9IFFdEqrsn9vg7WJcOguiYXEFCj8kimrOY8/DfbqmVFZv2yeaSJD4EYnqJurLMUL9ZXcWZQUG4WAq3kppzdGFaP9sB8I8pMCDl9gCV/rQwAVjE+HBgaVMcs41nnclgNhHt32vfZhRuqFbDIbTsyqLPYBvA/hVAB/AOwr36t/VFPlHOOmF2AZh9T28Gr4Smj6EHVFWra2tY1iq6dNIC6ZsybrsWUpQAfmWGK8H4nvupXCFRnDbY797R9F3u64dEIuVWlosrRIP93dif/OadnlmFDB23gp93ixBYKyj6E/hED98kAYlUFi1mON5y6p7UZYY8IEnYk2JWPjLyYUY+O/5ItdWk5YIb0/GOKFFdTloMUjbn7wVC+Yfz1uf0/m+SPhtKZOUfk5KC6Xxj+0rIe76ee2EWSJcokTaGij20e/YEL7i3tSlU4WjsHe3FQwTZxXLf/jdYlQQJQ+nInSqt7kwJoaFN9YbTHmkiCrF/yX/1vhARf/1Llcvk49s2px3tZ6kN23k2OEsShL4Y6/CmSJHLdaU3GjdAPqJtRzwO7muQcVAz9h1LkQUtQzqaqy2ayEWYOeVLLLjCiJQoxUBqzTq9la0jvdbLoJwUdtVl7oS9UltybjNKZyfqbhd531p3SZ7Y+mMxgl9VxvM+4TnW06vg1SPvN2hJTreYNmkUPYbtyyCClAfTjnOQhThs42CkPCYUnSDCG9QLGaXj9EHWqcF3S+8HzCYgMvFXnwvm7xBHjSXiAt21BzE7/F1nKwfBYjC3DIHt2zJrc8+AW2f32+nV5//d9zuQ5mO1HpIq0nvAADAlgpaog0INSbuuEcca04tA2GOY6AkoYQluJb+p6dreFTk1Ulgjudw4mJIOzN6RHLxMdVDkT5TNkOk3JgBDgbNVMscC1x78m2IYSE5yMlaSnnfea5cg7PZBabRhTe0IWya/NpkANtjL4A7trtVySjoaWCpCzKKkSDgcrqVzo+1wGJ+UxeKyWEZqEODTTeBujnLJGagVa0/CHfpSTRgpuQ6K32NLrREhTJDMVeASf30A8NoujMYmYJ8Bkeez4xjkGnCJBjq85XH4Hi8I46QktdP1o/iB3HRB8JxmlBj2kViOGags0c3AIDdEa6zvoqg5viavq3GQZ7h5B6sv+frXtadeAPofw4uGkUEu7/PL+KyFy8ywTyF51k6wWHMyRSMm4pPPMQtc28fA7hxWlSTWms6z18B3G+tRwMD2G33VX45k568tAx3NR5pqpa8GwSsxzv4Fr6ESAszIyeDsFpvpSLhQ+2KNYCMN53+R2As+wvLwyNWB2MIUnBGvyt9BMyzDZNgfPxpfCXVw4yP+Q7O5kKdCIcI7saRzBLO5qkPXZ+M2RczgKivGr+B5B3zaZXFumkkS8z8hz5VrT9WKVFuQdQz7AK4iMKDKBYMwisPKLrjacJ07YyBnbxmUZj0m0T0ABgrbawzEtc2lrEBblL5lBKseZqujsDYAjfAkrYwQ3ZegFN5eb7eH3qGrASEk7bBbtZyH8SNy14i1JFyrU3MrkzSH8s2Ug/S4tvbfRBLtD0AStFQxd3XMyfb95U6F5JDQZFNp+/Tdht61w7M0XW2kSA9q96Arxn1Ri6G5RAQIUT4pLhz7Ws+DEO1DOv7oiUjRNcTBTxosPEh6VSy7Ka/PgV//2Eo1YR70FTepRZIaiIiYbI5M6R7a5W3EnKyJmCpDUmjUP/f7H8SPzV7EQnvPQzbuIR2p/bFS5eNaPEnPfRrpFh7OtCKN6z07Vjh0tMSgVv/18gtAKZp0ybSgeNgGZ20mvEENzHWpRkdJiBymPISjetN7evxLnrtem5ADWuAydCMRCwYX9p4hWLEDHASwvI+SHQ8wW5jtY3NNZX2VUU65j8AEGGJ5C7dhF1faaEW4GZBq4jnn4xaQzLrnq7ORPZbdP5ieu2ORwEWf461RaHxMzDenMfM+pQjgdE0PYB0166sVKEnzmXu80AIPsHBldwKYSPFhj2s4vaXhC8XZ4HVXxfcrH1qu6V1bcv6xUTY3X1s3gkt9N/937O5P2bQBFq5IsJOQNOH7XHRN502boXP0Qeqfq1oMdBsI5rMNCqJMMiX/pqP+C0Ri60Q3Ej4BKtvAvuebHaw54T/6MUCb8darEBecwvOhkZ1I9HtwKnt+Oq+cG9gk+TacVo/lP0NfWAm0IW+q1L+Pd2IyjEapMO83QVmfsdE4yn39+EkPkARWTS4ZxJhPdkH8KTow7j3Z+yePx7hMQB/vVPoLZOZm9vuIEL8aNTiNuw8jFQU2lIp93/7gwnwoXKD7R1A4+D+y+C59YZJAVXUWIVdu5/+IeNvhYGYTC5j9F+oEtR2uN+2+DzsGiYAayL0nFl78hTorlz/sTEGMzt/L+BDAIc+oFnle5y33lslm1YiOLOXCa5bGNq2gyN/l54dA029gFV/gQZODlABADbcgiWgV/dJcIOsud7bjvdo8ejGT4DwzfDFBpDz0YCTfCQ7iZqPCN1/cdNBjOcJco8ru+PDlD9TdKH+JuxLa7Xl4aBmF9t30PEmBF8Tyirrxf+9WByAcA4QewMxED13BJ/zJHTlTtfjGMCYxAvL/68PjoiHFGKOYHh0x8BUdj01Lw8ePtLncKbx8a7IwITVxQ78+nVgmqpd9QCB87w7nrNvNAw+iT5z2jSw6vuzpX9w71nUUueY4qsiDwEjbOLHveBhxiD0KoLbTth1Z0IQPnyRMcG4lNlfSVjIm4/xQP3FQx7ZtGA/slPHxs0knWXya8Bbh4M4gvdvWgWNBHAAIMZp02BJ6/g1t+Lq1NIYLRirfoFFEBwFVgJj3ChBgZUiFobBiFnhPwah7VfRquLB8/354vuA4za6uOVCMQA49Lbe7PsoOEJ6WPTOrswH+XHXAulCdjfz2nwa8wqjLkXcvAzXrQiE+wdB4VXdf7LrH/7WPL8XK8sIYNGuY6s96QvWBcBSHSYz3qKIyHwkpGxahLM/Qvr8+EdlBcDLDxgj7g2dA9SZCy0rKnw/dBsQfGhoQoPvda/HsocTf9kygdApZu66dzKmZvt2vvui5IzvbuNehH22OsJotEHXzlGOSkrfn45NZ/K8Okx26lFijJ/QNczaeTQIWUNN+v0hvQQAeAVvI8edxfwGPsDLqgxhtZpjqfTnre3jAKBthwDMmPGoOcVPLVch2lwdS609M0Fa3nHFyNnCeH1mygooDIctLCAWaApbuE1Ym96m4Vvajp4LacexZ8I++yt3Gm5wWXF1nfK4iIZqe4mA2iNEa+5QikQsIfFyelD0DQCWY3//Vq0KAEq8QRSGrPqR0jgTokXRTUpk+MYwZ+b60RQEYGtxP1UYXZHT2pTkLc3l/sF6DFCTLM3ehdPXcEufSS9q9GmbltCOgImzVDobH5qgv/Q4ioHUKYbL2Ln42DZSiSwLpEiiIsRNxHrJwMPm1MBMsHOYgpsl00hsLlvLT5ObmAnT1XFojwNs4+qA5eM/0gEyFf6/sQ67+pRg68jhu82NwJmaON4C68ali9hjXzZDK13BZI4VpLI3Tj2+XAtLfJ5F0L27SXceJh5i0zkt4YAUAV1ZD+0VDl5OISh21RCovRau/Uj9eJl/GPsMVdseTtH2SbBekKfxJ6e3sH0JXJwfpvVIwNnkCbadPaUp6ahpMKIJHmAfcu41SQ7WDXjebkeZLPcw8dmTkitdm2Np2PgZdlUBxsFhiP5OwM1TJQOGMuKptsPz8nwaCCNuYv0NrIpj8Tvdy+smDWRt1tIjvhFnbLI+K7I9wTWsRoALhgS5e3y9CUGjyI/Pi/2NWGbirHzrgHifKIPxnrsdOmF7ICU8TrEdnCvWLYPAZI0D6W70VIfjBj+8XdJREND2jHt0HJvlAOuU/fGwOO5kOEGF0lhwa/Q19VE9E4BwvyLIwwr4az6ICW0wtg/VV1N5HQFj5R/wu+WGCiJ6gYj+F0T0FSJ6R+5dJKJ/kYh+76dq9UcmBUI0CmSAhd1oCwxFgahaQ4a7xMBovNIGRsjEzUNYeM1MkvtAUk6W3bnZcfSMg2x9o/rU3cL9CDcDmKnQ9JKOd3wvK8ZQEBiX1GBFnXqX4NW6gt9Vooh+9l6iHBFrzlmhdsM9fCvz5SPD+BcTD3PDwPnZNSO/R4YSJuNBc4rcRrQbojiuicKCYVyfvRAZAlRuoqD0tjc8MXenqTGTPK5o9zzTLyTDgZdxMmGFAR1V8Y1+rfoE7Dod7Mfj5Jo8JlxsTmJtU9pkRGN4Pxd8aaJqEbSPf62XBMQzBabrtcq9ASX0aUlrzDjZ5IlkxzXgtLLqLjg/rKGE6Pif/poIPpDwXL7F7KSPq/uv8vwkuMdoi7z8uiAxVqRv33Yvm3F4RHsGMHKZch7SJIYo998edjch+3xaRI9CqBv5OQpIPhp5Q0Hf5ecqPXR9MJo8oXPYlOr+dff5BGeOhwC8NVNJ5iq1nT6DSRhtLlBLFBUxny5mAYLQRL7T6AjYCQamG7yLTShqZOsSHBBUYA8A1PVAs2UL1dJGQtJLVkIn3gCUhAYGoWtljSaDlU5iia59E28LDytnf1O6Pr2D9nSDhM1scLFv/QDOL5+oOjy9NN1Uwnl0l2TCD58PeJXReQkW03S2HqfGwLfh8f8hH5j+6SixVTqTBfqwOwOVxOVME3tl/fFu6oO4hGnhTacdnpl9qOouo3qnL4tvTtcYRh6/Yz5bHpkKZLV/8+XKQbPQlozQOBjDDjntpYt76pNGBFtGB4d33XNmlw5gnG68u+RGRc6NgulFB2ok0us07tIRgNVEXKgJL+J9aNUZAD7zUXBSD6+un3vBXNx/vzOZxL6A7Bo+pxRHYcaMabsFhUEw54rl/uLLDaLYaQI6ackCmIvcotrz5+o3IPbGcOFjfle45F+ajmgBX5TzV7oO+9Mb0HPqccIvKYuzclZXXGvtnBMmJj8DeJnfwc75x2hHIUCV8qCR3l4/96N077BCk0O6CHEjTpp0pjDfgDjlLQDp/lwA2B7tw6aA66PncXXyAW7ml4+hdxaXMx//4mQb6EOE19n8DGBgvVYGb05nQQFgxDIHArtVqD4OxqSfQbqns0pXRsFrRej3LOyopwmLsLKiZV1woGwhwYA8fvcoPUaERm4vdWRuax6Y8yRQYsI2lomyK4PXJSRAFWxQKi38q3l+hJu+HdYZSwo7CdfGtUojeLivipiflL8GIIaFMoLr09IzKYtE9EUA3wDwzwD4GMBLQLwQ52UAf+ZTtfojknKE9B5FSXhyxbKVUoxRD7RxB7Fkmkt1UWoMogHvtjLhtJDEMqGFio1LwuWa/YLQ7l6izJSJcZ2exNoIwDRELttRbqI5F719pHfoCLe70qLuv4W/xBDlpQlEVNrzftwMZsZJkxhjUriQFooa3KZfo88ibzEI0/UJAGAxPvdKO64QUgB8HIjYlnPouYt1yZUNT1obgU0IgpCDBi7IYwyiIEjqy+ELhGDsn76bv4rJTYJS04/U+CG0aQu5sX8r75/rrYtML4WYcN4dx6aexxNEJhZSz31dQGO9Q6oFropADH83ZHKPSKdTo0AQtIHzxpOeRu1ULcjfAtiixfP0uIDmdPMkVJLPaC5YV4htfExCQ8peU519weXS+ornQV8krWgTm5V9rcfYUznsXlfxl/WPJMgDwMpNQBjFgEKAdzlMRg/bZ2FgEfaKv/IQ2ReB6SIEd7KQZ8oMqQAxDDCfG/jl097Ze6oUYTH3B/rX07SDRMR49znC+fm11FrAFX1mSP6ekFb2NWTIDGdBaNNXx0ztmi5SBWfiX4UrYnDoNhMwAX1n3aPn87MkkDDgXOOFbBanHr9WLmiVkVi7OySVrN0KtO4xbsZonoSIyPrC5iw53uA53E/wK9gvF7uhPxyODwhs5SriIEd5T0wruAHAXq/d6Bjv8G2kWfHjPm238CSshyi0i7H1Uru5AxZ/1ADmgCkBmMkGjJP3WvyxmGl/f9W9HtuL19woQZMAjMle85KC3qlMAPIYn6YhYnSjWexXrjAIkCM06EGY8qg4Q90T0GY8maDXZni3yPgyB5gJQFUmYJztvIAZLsGg4CGlv/oIxQDwrZcAMOGja741UQpXYbc/3F6Ca4onLeMtr4w959CCMHOySlM/hB7YvgGuf4Do2k66p8AefIA5e4RTRiUpAlIiD6yjMC3Smyknx+U1/NVgy+7czOeoGcU1Ki30aA1LIQDN6MaARkN4F6+EaSc0/TLEXND47n+fnl7Hiw8ZTIyLMH13Hlv8YQBntAAYWKF2Ztz/+yp/BkfrTwwko2aMPpjVxuE8NJdnRqCVdmbLCbewwPn2C6EtGyQpHa8xlSkVy3uUAAhOsvlI+f9+sfltEBG2SHbL2MsErHCfNO8N7WZ8PofkOh6BiXCCA2ytpEXCFvvjQZEX5cs9hxEBv8K86dP9X2zeA9heDwIAG+hgawkXeyoVVI3TpUeV/ye6Rt+NDG0AgOVYl0k0Q4+f70NKp+vHdfS9Ij3rzuK/AX/X4qsA/suwMPwdAD//Kdv90UiFbCFMzz7LTiOBQc675+3r6wLh8ejAbePgAgATPh57pGjVgmIAI+oxRdqC94qVnfzYJjNOWV3dQf5EKzWycBQ2rL0A1TS+vVv4JOQIfVBEt8mQaJR0XmzWM3z5MkXfSww6oaEQ5pplgmM0WcaK0qFb1gpXegsX7rMc9Uu8TW9GmKWtNuy2Efc+ZD4DLTkspmkpAcD2hVKA3AhfXHtLcR5VcijpxaWFCkluV92PVCGQuiZNji/0qSy7gTecIk6lehvywt9z81eUCy1wsn5YLd+z7DZWei2djdkp3MPjS6TdbsLuxZmIWTl4AUZf3VdmcjF91UkHr9H92HSlq6GyXCkk0EXNcJEU2GGzgYVRUjoI7l9+1DzOAMmEvUqKlwzEjbhMvRllDNkIGiEvNRhDdgkY4815oC+qvwMHsOKSX89rYJtosxzLCA0i7IwPzLjFwHiNuE6HUs4rT8utSoAYeAMPg+Bab0VtRWkKFlZioHfJPathYL3aKtghg8L5Yv9lOwbGAs42T4wBBxDXtnxAyO8OEVJUzhDZOFuearYEh/x4bcPvmJ6dXwcTYbE4SEIZSR9CaSawG0fB/zgEDXipkzv+gEXvA3TsqGAOegRP1w8hbqnWDV51Kzx7tzyHAxyZr4il/PO1ax9j08oZPDtEVklPhszb4b5FMfPMYx9TWW+Jdtga+SiRLY3CLkYT86jKTXobn8mnIPGI6QHA7MdT+EqjnQE9IEKyzoWfxb5oLpACncmugQj+L9JD5C6d+q9npco4oGSABvbe3ESgreeBpJcfhhHWO7Xh76P2BL06lie0skWDNduokdoNEoCBAACaoxVAyrUxA4WI0Y+3kFxDK9nIn8l1DeKgSnuj0Triuz8C5QOZSRqhBdQ8jHmEGAk59sDOtzdoJKdQc8l7s2/4ku5zPs+WSos8Et6Q/hv61Hb4wmqNB403Wp+H3boajTe0EcD7/BwAu0Y9e6KUSVV2Qtdwtv9K/FQ32no55Wy+Me2NMjuL5stZ8QL+zskVXCn/abgq5BpOkfhmDo+NGL5//FaE+TYyd/FQWhxfSG+UyFQwsII31O/xHHu9w0NK8t/9zFNhrI55AUmu0waYeAZarbgmyAbJc8enz/G3wcFlWep942PdZ0aMDswWr1JHLP2rjYGeeDui7XDBgXdpY8lyR5G1Z1syfmElNOHcZsVw3LDUZWdaK4tLt1B3Xj9belZl8fcD+EucTM06fQLg9qdq9UctsT+s7s/9pf3EGomm4AbyqjXi+G/kF/u+24o7Ll9e+Tt+pMZDOlPkDdh2uq2UbMQ/IXiH0tJVXQHA2MZFlRCmfJThWem6qF1ONOK91HyiYATe4rsV2K9INXoVLIyEBncCgXIZAUm/GfcPAjkRZuV0VUFRD4ecz2mJ/SzkNEH2ARj74aJvLzb6cW9WaQeuQQOO9wXm+BA685Qut9QXO9VSU25zs5ZN7+LTKHO0Hl9x5SRQEjbkjIBYUhnJTUnq6M8Vllu4tnEOb4lOiku1e8IowiRMMR7KGepgnHF5jtDmsRY6kkuyWeVQRojAtas1SXJNGMsqaLLKqUDLxJAJB9PnDPPqeZNcwVlqYKzdEm5/AoYrBB8AMegAlIKg4W/Uzi83am5MF1mqUPicvog1l6H1TY/xjgmLLu3yy8XTVWE4AZ214tP+6Q9tNh3YRQQ2CJDB9acfmeqFSeqab/bhjDUBZ5vjeK4yrguyJbzBgtD0Q3dZ5aGsyl5aAVEJVRlqyXguJ8Ahb8c19HGIuNiyEivZYYkJ5iO79qQ9BvAQB+opQNRsZXkFlHDKutERjK2wQwB+8LxVheRrp4zault5OH7dbk6vCMl1M9bCeSmblthCnINsPL2xUNRi/3cysVfPiKLLYHxtNlWzyXBkq6zR0gYN9nERkZJA3u09CGkJv4XW1JBIq+6SuwlCM2NO/rJzMKkonfUxte9TJIJT6LPr9TVHek6fgc3mz7mrOANYreeKTnicJ/YX3MdotELjKBk09ngOWd4aVwS+s80TfJdfROJlsjN7aYEngOd6x0Xx2jC+nh4kuLuw6z+dXUSaGYPdlSwDiMdq7PEevfJzeW+PtLs9ZzJZnYtNVifxd76Tq3snNOaja/byHZ+hnNjYat431Ys4B4MMNsGfjN9ZDg5UJraT6jdGCwIeHpCBiQB0G3/O+hIpkrOczZX08eZF81z3FLP0GGGdeoNC6Iu6k5XduSmbrtHx9UgU67efC/n1RgYqfDT8aMIUOjIYq8ZF/iW5hUiO2hDczRTHIxbQDQPhfCWnAImSn0iXjNA18imDFfDv73bW4pAiuqbyv5P0rMriVVdj3ABwecX3H9HEcFvqUDJN8Aa+B1l2KcBHzBAH+/zsOt56wR/VP5Agewwc00WK4ibuGgMLV163hq3Le7UwOVtIV0nameCg6wE3Nh+lNl0DnJDyh58kmLSYJb9u0okpf6J2P0HAOc9BI0sQPFcNh9lZ16a+h1amIYpojTD/4Pn8jU/fmtYuKCKIHVC7zzAnsbYBo1GBNTwzJNDpxkb5lGHcGZnn96H76aEadQswGlyOAzMe+RDsXtTqTc/7Xh+MD4KzysBgbKmdFiAJ+N6JMjHvZfCTp2NrqfOVWzclFv/9YIW6DOcRdNrDKe4chfyWo5rzT6X4XbO3E6Y8CTACX3efie+1cuiLs6oqVyWAyfoy7ro6ejoJO9n25Y9KmT0KF3P2cN1wu1EwDfH50JLDJI5f6llzGoI/HCXLJrU3kNhHLkKpLspK5+xLXBuBGQXOHJlZllmy52diTXWQa25MKek+pIWNq9yiLLU0IlhbUVZ6eYAnKj/haHUz1hvfBibXMDDjcSHZsKkhPcv1EinIimBN+J5FlI71TWsuP7Dc1Xh+ZOJjPKvLON7Ws+LX9FY8ZyuGhkTDhWF+n18086LzAcE02d2PHx0aa9hhwI2mEZc8b5IoJBTLkbIme1kvtXn3EaN3LY4Vma4pI8MiakqO0xU38CTdBGix9XtaKvPzfgzkVKZ4jomBy2Xqvz1nmQRVABhlwdwZjEtOZ6IBTSv9vbqCj+fwXjp9UPjqxpL0zil+pHF6Pj/DFz5goxjEtUH+v3xkZpm3kaUQ1muCaNj4Kvncvhf8eTQsHKT7nu2Zxdx5IQ9CJYKlVWZKfaY2Yuk4DaAvie/6RYlZpGuRdwSCw/5JMkrdx/OhnhDwY3YGYh9188PrVvbR6TIciUh3+llTnaWJ/re/1olAqx6OXZwHY1rlC1Nu3F1gFu5VlMCIZjdPe/Qo8Sa/IolCBg5FKgGe499ZMBI3rB2m7Sh4JV1V0qYGqbEyWROi8NcpQpI4Hu962mtHWrwEbCcnLN50wLzPgs+oulM7hLm64xv6DmbAX0ORj0RQrgw3IImnLbhrodWK7gFbI52G5XbXI5eFST8g97/yaWe0gh3HULIi/p7v3E1yQfif1dNmvK3Wpv6iE4d7GP0/ua9bZ9a89dOkZ1UWfwPAPzvw7Z8C8Ld/B23/Z5+aNGwNE8a8DsoZY+fiY0tU1fJbree4nPjfN1JEdnA8j0N4bVPuyujlF4kx5DC6M63JFrG3MAxNrX8/v7hnnodCyQwUx9GOYoTEyr3OZt6RUMzhzW+715EQWrdNYHecLiI1C1RpHTmQLeU54l8Zgk2LpKHEKeHaqoFGb+U8gifre36+mNVyTMKYhrM+kundBXaRq0ajzXkU2gDE+3CAZByQamYzzWzsX51m7Xb0i7/H1yuwZUQQwIrq1sM8P4PQN5myre4VtSTSp854Wtj+16BiWGLTo36vn9+tEwu04H8Gtxhu2KFpAVIHW7ZwkdYq+fLvhei/R9sZR7YdBuDdwQ7UTkvJMtXaXKszFvHvCO35BlqJXxtFXeOcTSJUH9Gh2REkTu7UWuABEMLzw9qCYksp3xv0cVyb4i6sYZf+JiOViy8ZQfFSHHKKtdqloOjCKWO/uNwNZQkgoB15YU0CPk14BCOgZ1JrGiFGy07NKQGxF3XY04CS+pgL/kngtDNBhfAGJMu0ha8mJNv0C803im9nmycGR02tlUBqJ3uvBiGB4S/C0y5L0vNUnxFkQrXr1VYU/L+8WuEwGPj0meWc0mlB83T9BATGeXeS5VRzIF4WgHGn9nduMpaY55Cldtjf9bc0JIttHgi2+ffX3E6xa6Gt2lvtDj7iw3iW6yLsqHcqtP0Cc9NO0afQsuMmuZVG74DyXCuRi7SxGM/w4osrf13FR+FC+/zMtXa5XPaLjL7kSfIyMBtlX7yWQQX1ReyD3lHcwLqMW5hsvVpQzmc07SMGSpP1z2kfm6cIKpa/+PODIJhI9JLkKipxPyUgusWykqFudr0Pykd1APQ460jGEjxmoeJHsEv8u2k9nTrAcYUoK+VMFGeW++6UITsbzCH6kgcB83kI45Dz5Sa5viV8F/f04UGXLw1lu1MZBBcXh+EaM2k7eQ68Px4VMB/yjpETdXtiuMldjW/Rcazbde/FXrr5GMxdwuH8iHQ4qKDd8+cbzct1OxYqa6inmO163GwI9KDoIQLttaZBfz5SoFL4sMnv2o4KgW1f1eZo5Hd+nf5SzqUYNdZjYNfNcbPrlWEz1f5pFcZnVRb/ZwD+i0T01+GD3DCAP0xE/3sA/yUAf/FTtvujlZgxXp9HxDLqjxKai6RfWR0ABB/URN7I53yLtrSK+9L5TuNwEoGo5vNsYXJGAbBxG1n14TLkm5jLhIEbfQrXu3FrPMaeOrGSCW/9oxDooKIUDoglU5Z7t2T8be+FGKV26kI3kBZ9Pt4iZqZdUxlvVZbsxcyko4dpLllJnM1k7EMtJGGlJk0e5O8lT+ADLqXvBYOuwLUZcgsl/x8BuJg/V9QmpGi1DG5RxV2YwPG2l6iJgW2e4KBPI33D7RZ9kjpLRcnCdzbdSdEW41zbhRbHlTxT2D1L98Ad4MgI3NpdxLebpJtJp4YDyZp+q+tU2eRCLv9b1YLQrPW+A/vzw2B//5kOHpBaEkjis96FZIjC3FTtRF03Mc8EgNsoMhr8iCYoBrTyCIjoUMNjzsZdjV44TN9wUloSICKYUezjfOsEANDPH/sIl00Xd26lBf3XQuFTE80kPrUhwI3uP2Vj6Dvsf9/gh/H92c4LSBjpzBiVVMnSIS3J1YQ1nXpzXi0uuRB5OOGWTq5yv2hM6j2Z//M59e9GkOBeFHsrGSfsg60xkQ22RTklRKxhw6sIdWGkio+Zchd1qmcQSwiY4wIfpxhJCZKwrWj2xJK+ZpJT37dHBz4YWxE0KB/3QtqsCNRCCyxtYSqdrt6/lQaVcxxQVEAuxza0CXYnUe4VtXDov5WUffJwEs6wbyCQ1PWZUTEQna6bGgFRdpE19xX8y/twhJ2MTiZYyEyuzpFz/AStA4GzNSX8xKNHTqvkigZ13Cb8fa7vo6t+nla93SmcKGXxOESy9UFKyvEfT3vE6w4U/Ga8K2dH5c6+/K7lOY/x5qaDyGt5OSCRpBzPxuoIyapfwG2PYr5yjWvh1U9w2zKooh70vY8Wu9pspR0utRYJjA6ET5qTYq1qAPWrc8xgZQMObqS+hifYg757maeNitsB8DoBENdKJuum7mV9z5aTNpLcCAquUGotMQqtlDXgZTPZZUlYzCAQdwUNpE7fi5B4AWcbK9r9FwDY+YgEG5EBKmQgf3Wr7zFS2xS/0/sSn6kcM/8tAH8CPsDN/y7A85cA/AEAf4KZf/132P6PUNJb5+ld/KIWpWbTeroNuWIAsMyAwXAkG/n+fYNcafG5H6hDwEY5KpCDUVdoCTUr9eXlTuoXwwhA8uurwaUzd5GT3zf6PgRWyUXnMq+tIBCD8yw6WHh6FT8Mv5/CEMPgafJZCJpX8FJfxdVKi/+WxNPBeqoRwXxaT3ZNGznRICBc7i3ffU1ulFmhBEKR6Ay22TDN8UxcVexLabo+Bm0ctpYPQ6SvGmvPflM2rmHHYBtTbIdrPnxY58ZGcsWwDJxYjE8XgXFoRapexn6/ekc4jE1W1cGFz7ez0HVqxgIMz+4QbOkrAHB/FJ/eos8pZmbzGQhCu5fNLPvi3282Mzzch9phpCosHfWZIAf8gO+a+qxwlglcqspG7tgcXO+E5DIcdhQYGI3Xca32ymPBzlZel+1xQxYbCIyLzUkAbDeFtBdhInNNvs0fx8a60VYcq1fwTgHFYurbYaqvnypdk1dkhd3YD3VWzp4R1fOQq/Km4vizARAv16YU6qcQo8NgXC72Yv1WBC/noHQo0w9pbhuwichdU3zLCRZmMmCeIMIo3llWjry4VrXhnJIbkFxydz7/NygVhYwcDLXtLbgdFVxG37ErOBXn1P/dYAQfqCUf1SRMihxAlZ0cLRPkIqN4wdQ8EAhAPx3ZN6RrzDIjjbgPz1/C0feTbNwYXet5U1p6yixR2dXjDIa32V7P0MApd9/arYcKIACuV7Qo4N58+dj07cmOfqyN8bCZIs6b1pNAOFo9MDX4iN35qrY1Sfot/EMGd+3sKTqv+Gj8Sozp7LzIGw30+fIiDU2dcrDtHDTWDaYGoCspQeLX/uxcjRACG7UzmdMmnUYBl/Q5eikl14qtyUcA5XHCu0h/aIKhREgeOZYeJcNwhQ3HxylPcjIAhr9PlE1hhGVY8mHqHNhdlv1nC7vnEzp0G6MJx6jafhkbOz25iU3jd3bL/qbUZDecWp5bxgl4lvTMSiYz/0fM/AaAN+ED3nyemV9j5v/3p2zzRygJaYaf7IBII6wTQw6p7dcJFRSiqbvsfY0Vvjk8LYwP+To6uOgxJe9X4WwXRSb7LL25OiOBsd74RTYSa2rhwpm3V6puiSUSHq8+KhipznUlSgYC9hl8rwIsVesVNyV50+hxL9q2C0Q/Nwy0ILWz66PP3udrSLsUT0+Ua9RAUPoa9O0UWohNAnfK97QkUBOS68ORuqsLAN4JjHmHLguXn/JqDP/c9huAOZ6vzBUSNnVkv7SBgXVH0hhL0AxJztjLM4IKNceifOeCv5WE489r4axccjkpBawaCub4UMvuEIL2qPLJA+0pOMIDqzFymVTpy3g31KkiA+bs2ggXvuZDt10VrAHCvVELB44utQSvxIt1PF8XUs101Jl6BGg9d/au2Eg40cYzSgwQx6iQUsv9wN9O594tNWdYDIt7RqGJhDcEeUFnZeRYEYH39E5JoiM3+RMAHCOKlhZ/wrq1eKHbYFa29lD0vG0KYUjWqsaRXrHa8kSRHoGQYxUUp5F4OXA8IpH2ulM9Zj5UfZyvVfnST4MxxK5u3ZeS/nIcEGr8lShdcDd1xV5rqrdR30rKnGDL6U78ZjiOp9s+TpLNbct7mP2VAVptrDUwDkcgFHRzuQ4FoX9qHMF4kMX000KzvQMvKRq1wBL6bshhCDOaFuuv81aq7ZRewYfNuIVs98O9f02gV69tNipXWVc+r0kgzWDPhfSB5PrGlAcQ4khINQ1Od3Y83hBsMLaaGFJJVgUiPOB980zwu86J5j9dxI5eODS5wmDN4Yyxz7BabYEBtHI/yRX8SvOm2AehT3D4++4NU8GUtJu2Up6IUHNHpZHga1hzT5FRjPE7/Dze1d916xZPmAlj+MBgF5myWHBXArAbgmGpD9TsAERo+w12+USNh6axaQ3CLUvYw6Ac0wXA/s7fWhJ6M2nnOVYrWpkpbfEe3ThJCR51tZzlqj7dOaoj0GZkd2F1Ejo04RZDUye1fs29NpCjnp71nsXYK2b+ATP/HWauSPg/pokTiRutzzFCSWzHm3MlkObigU8uWtxIWS7qQWIkfcTe2tdE8mRzeiVGw6MQ1J0VcPht75Ltagu0EIzTrUxoHyDkwkYrpAWdupDebJeD45ku/y0Jlbp/QCL0OfMr704CusDUc9cSSS9uOvOcxMscdF8wHVr3uf25BEVoKpEgWZ15acfh/IXitvUlPkx1JfCKl8O0UOLLzckTHBGZenVYXJ8PuYGTp7SkU64cXiVMpG/+Gi2OxaMYGX683KXAOWWLZH9XdjPFTcYOe47jidHewidZvSq/UO5KkAn5nBCJ8Pl1GeDFn61L+TdZmG7bP/aRWjUHB2fgeza/e/ZefC1nVowD01PukEKAPX8vpVZEGHGLaeaCN4wbQeHbbyq5OERsE7and8gpdDGxycnaW8ivZ1erRtgmQDMqBaNcuBJH11E4syif35VQ9qQxV1zLM8jdaXy3Cx9+/C7eTzhNlt2KCy1rnzAS2BKTllH93thG1Uu/ff3e+JR1tJLf0xCl8m2C07kIb1wpSWT/6q9Mpl1jcJvqWuxxhBI2zuC0a8llqo7+s8/H0P1+iphdpUFCRzRvutHdyEpaWmZSlNEsrRG3vPRqwPRjthZKXluArDVFNRxJ0RMq7hWGCUZmrIGEBqRwrjT6odJZqDxsRpRV/xiEzYjQdWNz56OcoUNE/dTA9b4PpFSfeB6Qa0jouDxSUqbJK1Q1/hAxkvtY4Yi6+EWpJUE2CNejKJl/kM4zMjy2qUcfZTGfXY1WpdLarmXyGQMOj76DtrU55rg02tc4BEVaLXegUSm59qaXuVwzlDjDj+cpGFPDWe+qF8BATbV6tdsvgXFydgv5aPpdaVU2oFXubXSKuXnuOHlwpV26kjoNySrX8Sj2Tuj41uXDsBRlRlPwP+2aL03Vaibk2J6W97vuOV8zl/eiLXq57mKJIj1lCgwOhHovgtfLBzdrPEGX9WnI+V7G6Fk3RCQ9687iERH9XSL6nxPRHya58O/HOXHxA44J2k5cFaKp/kAAVsvtFHuF7eWdqT4lwwKg7MxDjqwEYMOVKIXMXmm5mgOXSYWdf7QHxdxSRbWwD9WqTEh7mL/MDKwduGIx8ZlqgQVyJUOYXgARZBlCPNuWytzsxce/6FY1mZ3F2KpmdJpNSXs2gqlYPKXMqJeFHv4GvUiTHA1Wp1bhILhMuNHLeEPdzVYvGclhc4Ah8yBHpl2hkvH8mX397m2L88R+zogBNBvcyMI2W1I/aAsvYdsdW0HUCC9N7NIwuSsVWmJ/d1hsVSINB+Ho/qg1kJQqUx1eg/80gV3leWn/TVvJdZ5yx1M0lWdb6IzERObQbi5J4LRis3/3AAemlupMcSnQM4D58qF5jnWzpg1ZVZzL1WTOveq62iAarjECgWLESw7jkk6O1Ma7L5GYUxmf054zouxvDSYfsLc8AyrJhQqcoqZDRkNqDxNtuJJ/27Gse3TUk4zOnCdwTU0ES79PeV75Zvcx2anot+PG5JQkfRcaeuVazVoqBfG0ooiHjgX4Ns42RxndVms0Pyte1VnS2mzCJvU03stHiEFjVLjsoTkwVGBoAIqiNVquYKfa7A0nD2WaCwJj3APdeqbqtaGONM301yHUJelarx8tPyqjrJo12tTdF0OXRp1EZm8wCXcAXsPjojUTIRdkhWetlAdAq1OdvWUwumAwLrFQMZ14ufpVHCMpGhT7EMaCGROR665wMRL+fLvrQSCctH4eX914RXPXyR200p6tKzOFDfzVObL+VI44iVwskXPzPuTOan65Eg76mmxQ5w8W8rTOSg+GrBdxx9bX2PRr3MY91NLZ6fVS7JEpljFVGWoj+QD7CKNhzllGGZgB8Ma40NZSUvBsUKSCrjDhXMcJIzZ8NPUhP5jzrNRiOD2rsvinAbwD4L8N4K/DK4+/QkR/noj+INEVjsM/DikMrvwv1hceGJ446JQQ/cyoz76uF3p/Wn8/huTlYCHKHYhK9qgF0Gb8Egbd2ihH4rogO/Ss+7OYauiBN9abKtPW0Nl69HN287A+98fwPuecyjGAl/Ceqb1uaS5e+bx09XcDiqpXPLvNPBCBd0fYuE19hWlbCQONW+MV5HfOJQouO70MK6yIK4pe1IPyBNnLyD05TAzYqtWIRJ6abaVj1XDDFdiXW+EXi/34luN/Okso3aQASKoyrKiDnM69KlFA5s6t4CatXmgmXxE98MpdONvqVEWfzdfOqojaJwqBFvStEGrhH4IiFyi08sdFrhxH2T6aulJtHP+32QvMSF9Zt6npX9lO2SdVjvVzY9ai8dJQ+SiWS5C90CXreYOk0XyTXwFAhStnYo5egLhoZrBqja1fnnVAmzSbarwJ8IGJHG4eW6EkXvwdFzeKJIJ1vhtYDx4DgKa4orrY0ya/5iPg66hfxlnewXmgYZVdZ9aYkOY0CkiVtmvQ3OdrXqEKVbkDZZSgxOtSUlhJuSHOp7Y7kRyVJkXo8tDPwm5/bSfZgdC5tcJmvRJy44XF65SzT9GAI4B1hTg9l0Kz/5T6m7uhJgGRzHOCVsReRSNq21xVmLL3aodUGxmE69VAF5jZJaxHJkFLTff4Wqxnf3Ijtpm4U5nM+yKLnZud4BWgsDbAHHBD9d9QWEXQvBJTKj8Ci9TwNfeZYtwBiiYl3qobK2puqvlZUCDJADlX0O/yVSoxiHIeNWc5oqL5SDne+bipzPWM1Y86W/p2tJN/K8um3bnUQBxPpLWpnSUYFJ/XrhL8Kw5aSTxny2TManW0WcUPmRscnpfEr4Qw4X9y3fc9yg/XnObXb4gYqI5GiLRms1VuJyyOYuUrt2gq/p3yWEGpv8o6r9dxVXrWADf/NjP/N5j5DoAvAfjvA3gAr0T+J0A4BPK7lIjop4jo7xHR14joK0T0c+rb/4iIfkBE3yOif+zZaw0o3Rzqlio56t9itM3wWl94zCzEyn+ccDr/oJFrglFxd0+uhnnGX94h2JxXzhaJNW2AoVg3WiGmafkupjARuXacg0aqXGSsK2YCyzgbsiupEgDGXnCjvKLWsMnCpfUqyyd/31wPXYzrS9whb+17gR7B2KTkQvsKpHk9zMAE/gzWDs4M09CWJoFUh/ZG4HUUgmM8ac4wlLjoXS15v35q0v1iFJg8T3PSRrF9VO8r9LnXa68cr9Zb2RePA47bKyFaY1Pgjk5yge609ZecOwEqv86jUkHVoh/w/ziCOySs6CoHLHGk8V6E3coaLdg7V5utW3pr33y6di5117FQw0YAHobd0YpKUP0LEoeiWqlKn+TtM/CZoct/JRqq1FULF99EODkEPYql7SqgdLeYymKSk/tF1HrWhsDaDp1Eudxbsuq+5/wjXVbJKfnOol1r8su/7dBW3mulA1nSYy8GDJ9pvLEXUnP66UcmKAi5a2Fewt6XWM9HAFYY5y35EtNW3RFJcR3m2JuDQarPQ6sj1iGLUn3RENc8SUp2mLeS03lG3n82c5XendB+DmHBF4vnoh55FjhI4UNq91333GAv8rR79oExTI66FMI/4bvw01yByDCXgO9PxkWj+QhJmrZbaFjLGBSiJ4c6KV2XYKdCzUX1yIpan0qAH0qu8V9XFTYis1WWHjJpqrbno4EcDpzhpq9RzfSQbKaJqkaYAOiVHlIMbJraVei13smPWi+fZs7VOdNO7vGOX4PnYUqfRamotfM9TndWn22OzLhRvAaMijG0ag+BGZiuc1mSwZwMmRK97vZRrNXDHip6adNF3Bdc0Qq5vsOAI00ifIJDgwHMuY4R8g4M9CGOonfd4BbS09zlAFzjHWuEylHqWZm4Sr+TKKrvAfgh/E7jh6HtilPuf6rpLwP4C8z8UwD+XHgGEX0BwJ8E8EUA/ziA/xURDYeuzBOrH0TJLe+K6GV+ogVhvUDoisl7+iQQGBfrI1QtCkiMI5H1KysLfwITV8hWzZ7TJJOt4szFJRmxbMySXXvGopau7o9AcBv3/OhkrqlarJXF3dXpd4iip4XEBCPAuEvehW5CtcAeOVyDnBJNINY34KOp3cJ9s6YXiwP88HnC8nKvIAD614W6iLYqZEXYfbCNRDeDDTda9tt64fhIsVQSA+W9HuGUVsttTDLdmxhw3azEmayPVVQLude9F2RaamVJAQCaNim8huLp8OOc4K0pW343Vp+drZBfyvE51E2V1advUs5S3VKXtzeJ7wjIjB4eJz0x96T5uSOU85iBoHv+sH36hcf5es/fNaM7A7hDgwEPCiGJRFDMBM+Q1E1rxVkjI8xCdtRKmIkY02aeXKkr3arjsnU0N3nIFs9bllXz+mYzIGzm5epUWITluvGg5CfinWDdK0shv+9H5k652hnoHE7pfd5nVvPNGL4cPtY1k8u8fQkXlcWnjUaeS8Pr/z7e879qdGZe3CGW6rPG0UzILLrD8UO+RHKDAoEx2ZyjC0Ls8dFt24tcHmQYZV3vf1fXqIIg7cAkHE3kUNei1hr3sT4GsLW4Xx95KiUQI3qHnx+ORuBuMkDjVCdjHRbvrHzfwJE+41WuT1bKZg3uPT4pdgrzfKdjf/5alEYNT4K23h+hEOZrVbJU/SQYJbcWcwHQAZ+khpIGVyGrKAklZSyVqfg+b6OpXUJPRTYCMMZa1ZFkMELyTHiyM9zukEQl/zMYZ+oMozM7+zW+M0RHRJ75dCmWCmv0Wq8DY1Xyx6EQ/yMyXMVASC3E9dg0qHLKGn8xBrvjylUxaj3E3ekqBgz2Uaen0fM8PWuAm18ion+ViP42/C7iXwHwBQD/JwA/C+DGVeX/U0gMQC5W2QcQYqHjjwP4d5l5xczvAPgBgJ+rlL8i5SxU/1JnLip3zQlDWCwOUhlK09XF8MGZ5cNUUez1ZdApbl2Cbb9R7qiYZa5hUc1KEdZMiKNiiun7WnIXk1zwya2xdsFzhDsK5QPMu0T/tKh95TVVVuquvxdGEF281NlFq45elZIAl84k+jRCLyItAGC1muN0Dmw2U1scqI5awT65JkwJuX4auCVR0AqKjO8CeudQjZBiPi89tPPaZAKQKO8UngG5x4xg1ZoEw7JfICVWJUtoI2wVOjfkWEEogx4BKKxr+cqRiK6fqGtsRhgmms9m4NH37NXKpTSdXMa3OhBF6qWH71DdB3W9d3g23BVoanA2CQv1OoutE5rWq3v52jQ5M9pCXGYsBDKVorBFjOjSpq6hAICWBqxEmkrluhXXcxqhnXKAbYlrndzRmMR03YysyaG5zXdyLzEFNfsDg6FPPimHaCqvIDg7rVyPMIAO+RqrurM/g0ChI67aMbCKTNwJRXnvWCoV1nEYf3njKPQ8FJuFKzTeHo/NTq+LNeW8Q7XnFL0p8NuWl7SPY+Sz2PbLai/0eEtfqjQduYqXgQVRtDSfDZjQXq+UCjnI1pqvULuDLpkUFCrCdxvcPBtlgNZ90XgJ897SjHvsj+QwB5G6ypdLKanRI6HKTGidwVDpx/CrouXUrg4ZF/BWMk11ZO6arFZ7nxkxw3lXfSVJEs9KWkHmS6IAdZyp0xpdFweqDSIQbQ/kNI0DALaRjm8wgMGjH/UdCAgNk2gOCZ6nNS3jk+dUMmCOTnXMMNeUyecmA1eX9GxHUxB7GIXy65XM3b8VZqfySbTlPM8IPU73XgYA7Jx/DO1BEsctib1F7UkOJdzs7fUluUH306rUQ5w2T78MYAHgfwPvgvoV5mp85t+t9C8C+GtE9K/DS1u/EN6/AODvqXwfhndXp4rukQQjIYgBMbIDvslSElA/40VyuJQY2KDHNNFds8Q9E0jLJyeuWkH9NP0xCKFc5ly8TZcBrFFbpolv1JHIkvRcTCxjRtUVXRFrazALEVEqk8oaFS15nS3wGqwasvRcKodKTAkV2IWJogb5pWHOIbgKCi0q1kkdAEwyc6anm2LFSvV3zgZB0qiT3zunB48YmGMBEOGb+En8E/hkmIQ8hetKjy1JCvg3XFLdv2UFz+GmCPY8cTmyl5e7IH4cZ/T09CYIP0Q8EB5dtnMxJ83atb6HA7BGCx2BNe+bH86pWj+6lgp4odMew2uCuf87m58FsjQ8JkzALs+iA/f1gfstNa7V5ierdfBZfsnxV70LmD9Hw8HA31yLsaulhLFFvp48xh1hVz0jo5sEO1McXydYG9OgvNfXZHB43yg8z2EGGBeNtJeIk6zVvfGNQQbdk3bhRIkzCexIH7cW9xVuEKCEobOzGwC814SOHJ0bVIY8QGyecq05dqmXBCSJmhXsTfhfrwXCi3jP4LT8Ojm5hUOkYEkR9pDBIYUi+mKIXLxsxJ8mCXN6rVZ363g9IIDqbIym34AxBwh4PtinkxHNAza4MvVwMMANcK3r4weN+jeLNWt5+HATpPqUNV7w8FTPAY6zdVvyH0PLKtaxQhyn+mjK+K+h77yq0TwlnphWkrShBWcxGGrFi3WxrHbCEHxJBnBMVa6id42Gz4z6nAWvjZ8ySpFVY2MuWDnRvslbLCUN/c3WovH3qgprcltKJPAqWA3FrTL7ctwEN0ZM6Fgr/zXZN+enCm/aLG9Tbw+w415lywPynvZ+0eNK2RMAsI6YzpKL7GLJYR6Q1wrer8irWUqV6wFeX28GydyzOxyn9KxuqP93AJfwStv/GsBfJqI/SkT1C0l+B4mIfpmIvln598cB/PMA/iVmfhHAvwTg35Filarq0030z4Xzjl/xkk6ZzaGpROMcaIB9lL7B/jwNqCB0NIGwa6XDlh8iBSk12DLtLbZuVXKR+v9q2MRBRIcr165NfXQRGbZBc3AjcJ1EomoUAQh9mugwoOVSzIWyxWIvEgoGsLzciTBuqXv9NuZAs033+BB6FDSBkrOmPUtY/8GQFFkaYkOVPDqEOOcCsp17ArDNs/g7iSelIHTZDZ91rMMhrTi8hHdB1PhobZkUwMFUpaOE6aR3EhNj131SxDJ81aPaZ2e3Ul1XjfMQw1aCBBLxJqRrbeiK3HlL9VVXRqH1z1qprwlr0oRTVN62UsbkHF73sitqayh7kkMKk+MqM8Vwqu8PDwJpy1LCESsXWYqn/1LEfIX3Skbu6v5hMeXuYM1I2hNRMdSld8gCAczvbBPo8/1bma1loBnpLGMaqbbJ3fgqYzc45V4obsipM4iuUixgdeXW+lx5z5t6JURYNDQRqc/JC+ZpggYB7MdotD5XAT3s3zx1wc1RAlL0vQoK4VEgE5TKeviKJz3cVvDPMC6M66hbxLVqxveK7rt+6DxbCYO0ueUsz8uz5qstd4nNS9bK6Ya3YIN8+S6p2mqu45zy6leCGww/njfoJO8gcsNmlcLnUi35c5YNDdBSVb5uX3zamMoYlnVr+lKrz9aWMupruOx+FFVkiVLJKrtAT8lQT0erTxSEtXGoaQ92zknN7lBwxSYO0xXcgMvHhL3+4zj3QIl5CUR7Zb2c/whSRsjUNJzkG+0WXJx3qK/l/FWMT5LRCT/Puu+JU8W2w7ie0dxHRx1IWiLVUWYFdxjAw32dn6vLYsYTVTbrV+RJPv2uuKEy83+FmW8C+D0A/g8A3gDwfwbwOASe+YufqtV6G3+Ymb9U+fcfAvhvAfi/haz/HpKr6YcAXlTV3EVyUc3r/98y888y889WAVB+hE3Ajlu4r9AjFw0G/JN9ZvODwQYvhTBv3DJObAM2xpRCaXwmouEzdaOaL/pwHdp1Ns+e74YOVzckyNcDzADILkLWpEyRdC54FAieUCVhwpLBDfpqV0umwfg6v458z2jt1upZS1bDRJYq7/ScD15HUpwpGkjsQ9oPiprPugttyjDIuBcpAmWaDq6og7t+iTjlOQz2FDASPgh3WxmVrZJPd1y7wDCuAAtAoZGHh816nvr7lIGvnT2pD7dnsJpUX316VzFkVcbDZB3UY7uDD7XardPPoGA0+GyF6WdREvdVkKokTFCJG1y2pCmBMFYHRqtkN+0k5jPL/KaxynuUlnBivCVFCbwdcv+Zqsu0n2aXpc7KaKR1b9eU9UQIAhOzqYCdDliT1yp7AyKAppF9NgqQX/dR/v50IgQGvAESj5RTcQzC/DLsdlZaFvFRxuzy0tqimalq+dec+HqfQk+ky9SpyDfcGf9fTZBK3VSqgBHAGGfn1/QLCA8rcTPV4WIdVvBMvzNYSMsfNb4dcExfE6LxK+bx/yf6lihOVM752cZN2pygqwTY07zFCsaDiYHd8/cxhI1pXQ5g6xVVy5VJMi1xbWbIpSlm/UIXztrhrO91qpAb2QvKXIG90nLBPSS5yiZG8nTIT9bZ2u3O+XDyxiq713sF+IaTtVS5V3igjVRBTfYKf7LdXGvkujoNBWFzZPGeQdjjecERdURX6eHa2RAupW5A5su4WwBgzC4f6kzQ0VABBNuBfPMrqYaTikyFVjSMqfUVxvg06VMFuGHmrzHzvwngnwTwTwH4W/CK2//wU7X66dPHAP5g+P1LAN4Kv/8fAP4kEU2J6FV4JfY3PnXtRp50aBp/R8oW/NkGa2kKi4li0QpWEi5nNWS1b9b9MiimJfk0VtjKxfDDXSHzt4BiaP2xf97lmUKyRNyvWnx1VszZnwox0ULcAHPkmpVzIGhG0XZIE+VtnYQ2H4q5Q4OL7hTfdy9AxBUjiFbrHmZ3NeYV53RgGs3FyAM1M5KConHEErQMbEHOQlLXtYhUoAXPIIxEHE8ESgsdzjW4mJGWx7MW8j5c5VApeejpOSmxmWq+KAkoRNbfYHctoLLq7ILzdiXVhAYppwnJ0GrRopoFThN1iXC5HANgMlGANZwavtjtK8Yuh2pY2FJwVU8cWAYkbY6CohUFTvM1/dZxAy16lo5+3um4KcYrldaw5IuMBnHfkr/wjkJkY9LMcUj88flngb7kQUt0KzUVtUxCEC+KnF4wS7WXhgQ2yky+Pkp3PUMkVK8yASWf4WyHZFggCyUzGjpZ1z0gCGTOB9lvJVX0x/IozxgpPfNVinRWrhJAyZays6mNaiI015JWJAnAxUxqqI9bOilscdbEsG72yoKVFI9ycHpjvwr+UjSSKMhTzislbj0vlTlS2JRGkvBpxE4Z9brhbGDcB8FNfc7bIBB6zle8rWlQuSH9PQ2mdRNOCgDgx7V2XvQq+lD/RtWviY8mPhz/v2KHK6+zXJEJ982rTK6sGZA4QPRLzdeguVWt7aQGacx5GtxQ3halXASmquGXIRfei4GzLqhJvA4GcBjvBE7jIZ4KD5bv55T5SvpDwStuvnyc0d4arMlgVhFrVB8Ev/Rcpl9TbnHM2Z0nT0nPdGaR/C3kPw/gF+GVtZ8HMAHwCH6n7298qlY/ffpTAP6XAY4lgH8OAJj5W0T0VwB8G0AH4F949rOUgop2sZlAcoZAEfq+BYvVhptBSuoRJxdG7F8rkKa3NetWtWC1O1cL2bnCV8/pT6jk+WSXwgt6Qy59ul/5BdslQ450FARCgzz+mN/RSoTHnHOpDWggwLl/+baKlqfFAIFp5RbZBdKJ6DztDJ1nfRIFMAlmhSxTYwxV4Q3FtSA5vP45Jz91oj4MdZ4vb6GeX39frba9MqOOS1ZEdY9P8b4xKzwL7ImgZ/hewHtFouwH6/bKHlwpQKrkVBY5v2JL2rdDVxR4pAirMLe+ZxEYm8BAvneXMFK15QGbyl1gi/sRRqO4JSHg2Ua2XGwUHgeZW7ySowIDh5bZv8wFQemD9LXxBwQivFqc0BZzK8yl36OZdhqVs08JXgZhvLkwZfM1mcvcUVQgYM9tWdrKeqSSkleONWV4wHC7Y/NsU0180mNeNGBbC+Mu9skaL7qyfMTzpwttPinheyCirW6/SBWvC722aufHpNaGJPiQxa1kmYc/KlHtCht4Pe9roIXn+rmqSk1cir01eFNLCVL794okizFLTYBxrAm0XjORr2ZlVZPWI8bnvMF7eKL6xPFbemdwpLiaw4Bjk1G0rkoUA2j98DbhBoDlxFbP8WFIUtEcCTjCHm4iHw/pU03BrfDcmlcM8HRcMVdZciZa1ldcyb809uSYVStU1pp248s06i8hV3NFqjZg4MmhLKnG0yTVDP8HN0wsb7r+5FtgTFBIRJWOBfYDgo+2/JoYY6nIGvInzJhy4vllOD7LE9d95bKIjKXWPC00vckTaY8pgVc6lNVSlNWFPkV61gA3xwDm4e+vAPgfAPgbzPzNT93i7yAx86/Bu8DWvv1FAP//ucEK82SZ+jqhZg6n+ZQwP+QvH8lQIFZDNlNCcpuxAGkI1LS7GlL5NF8+BlRo/hyFK2DWYR/mHR6EuJhqwXmeNbFtn0bVWuJ6iIKljQBIqJxtqZT3v2WsCSdIkcAGl01x11MUY61kWIWbLOzFbHDMNwR73oKU+anmbYB+tqjD1FV2poBP2mQQds4/NO3pNcBI7hrpYHuqNUVBtR2Y8ijUkqL0WrZdVzSoEKKvSgPMGXUXEzOjVmYqkqbneRS3Zye5ORC55bPcj9KKkn9bB7RGCYq+FAAqYVe/qwoR8nJi85qfFYFdWc/1bmjBfPNmzXvrSuTNSToolYJVlCDTilYKKuMmYcnJX9o86i5RKF4Vi5StvW5c0YIRm1JDtFLRkybBlUGceidXhVzp8lbHIc4g1wJ+3lud3BXnxgbE0jDOnl7TYNTaEsY89c6WHVpzFl/Y/PVh+Z9xd6ISiiHnyADQU/pa47j1OjhO91W0w1JDTecz3DCRzNQP5dr8GbwFOyJq9ZCvdwgWE7cgvGt5YGcw1NUqJTRADCKOcQzIL0qU46UZS8Uwoa4S0Eq7KIn9lRuWagZZ7bLzME6UpLQmGNX5avmu0tdiZ7yEo4CB7Zfvuzt4PoPRlqlS2Mo7+17MafKe45ylcddn656tfksxjQdZls+PWCZ/MWDug67xd9lZrCJ0WjsUWygrGVL+9GgkQybHmho05fwbNptkKtsAZeOts+UyaIYmV+CMzBbBeteB5f2nk9ufVVn8nwL4TwB8ja86pfljm8QjXQtSWmDy34lcJIhX+vFzfbmw+idVJ9ebTHgbqriSRd7OLx8DuIO2X5va+hx/E80tW6CnsTwbMCL+oiGLc+Wd7oZL54MAf5mwYqsFnDnsj3eB9Wb2VJhlFiXfd/hl3FFV5QqorMEL0heCX5XqEJSkmw1mDZdMSe+LNACep8fQwnFtd0n37FngbpxcQtsAIcCEdUsFojukrpWTIBF0g5jaSuCRpxKoGteoIHsz0Y8UH4rdlgKA1EADwPWTK3L7L4LvwyxW042QkSrnASrCu/0cVAtt3lTnXyP4JJGa9TUKVklJgFyd7C1rBB43JbOM93FZNx491jWBqGGPSbl3BIXfQ6Ki/cto4ZRimSlepHEqW1mGgNSFOgbhFu4D6o4veV+RBYs1q5UTrYAZnFF1RFe1HCaKuaF7JBXoPiZF2grO1RTHXAT3tGKE1hMSNdHpbX5B7adUhLzqxekqj6zVjLeRGYN6DRrf16s5ME3PeSZ7sqzsCxHwiPfxWXWetm7JFymqjbiVRkvTQT/6NSPTlQGjydMbm1er64jh+Bl2rhLcw5xG58mFwTwugb+0/KbGBgAVQ3FFfq2L2UFGMnAkPCdmXPbnqhYdMKQykMEqac5dxr8+f6Npo6IteuxMwSvSs0SHHHI39h9D3ymnRv7/yeqkHLHIS+3cVc8aVGF+Onf3+XKeONwP61dmMc/UoIK31GqoldKyr8Cu71MsDJjVp+GLq2w7VMxpVY22rKnaapqCDBczg/bx+gG0J0kB28DuaMJX8jYelS/ReaHSltOWvM/WK+nl/oaifr+z9KwBbv4NZv7qfz4VRZXMHIpAFv4jO0VGXRxcsUl40H+1eNko1LagsPrLcPte+MzdVC0AvoWd848UnNbiljMeQIjWUCc07M+qgKRyVanQJDK/Gtc9Uzvy5XJac8CsMRikaFSUFmQU0GMPGaCKiFTtQ/7S7iFUwadM8A+1TFkpF1qoNkWTKFQboasdQjirUONMvlcj+J7yFkzMwBhwpHIXpKS94BwuwaOuhjXjkLmEXuQthXdZs1J0z5VBnxjD0Qvlew2XcrDe4+fCdKvW2xsAAU28D03w7VkjKAuSrK9cP5oB++dEmRhlH3TdNWHDTcrotFpk1kJzaWn33x7vIKyx4ZA4nKqN33Iohf4a7IwCVq4oqPWW4XmpyObMOuG7uCXl1NjCqSl5PcmINcHUE+l5Bf+5OhNZ3UGIMLtMZJXIOrFSsBug7bxYlcWn+3zos5v7oQL9CfNyxZIMCnPgbxXRwe6owwjaQ0lHX65RkKSkl2a5oTIZUPFHzcU6CXa+xtqRDJsUT2Aot9QatlsZA/ACmr3EPTmG8rS2VnOKmH4TGG3vw/p7gzIbfgT43xcXBxFXGg67JwxcfQHS1WObZlrzFlXCyFe2FFWE7Pgmcy8clo4IroXp7BCuibGO4GNXFLyqJi9VdygTxk3Wp5b+VWSAPOUYcdVaq43eFaUG0rPLddqd2+wwPqUKTTsbODxefnRFXi1DPa0f2rBQ5aQAAEcWUSKFUqQo8Z1UQ20OSH1heGXR/xaJaoBPZhUJltQoAtdUNBnvzHXKG4SG/CJte8ObO8PpmU8aE9HzRPSvE9FvEtHbRPQbRPSXiej2p2rxRyQZNqcWrA1HPiDt63rUoq9NUy7n5jsz2nqY3C6SMhkJf5tcYAvAKy57hbiXqGvKUyFUHBmDRfKS9WQH72HHq7QrDKMuxzvnOGuzZlu10BgjnA7AMrAO4usBcIri1Xp0+5Z4ejmsFNb0lQF5YKFQ0WAv0xhoYlicCKsBOpy0q2Csoezsk107K/l85ONfg4bg71KSNlZuAbGWibCle980h08F3+6qZGKgDStsElUeZFdusC2y/X7auJeeCQbw4nXCcod8J7FWR6IdtasT8uaSoFyvy+JdGrqkwBghJzvbq0t3+s7qCvWs2BoAAC/03kDExU6Vf24p7a1HGimGgDDUmnba1EblKOFKCUPtOZ2nHMpTPhGEF4QqTKu5QDmEdbW35QxfTcsItV0iBhXeGUaQD2mxOVXtJDyorp/yi8owZBbiLKfPdTav5C4QqVphGP96vVenp2KC+pLGgnXegfMPtTNgggVka0CKGivPSWkxKVT2tPOt1nXQF5quT4yc4pACmQnuDo4YlXgt6RRbWd80XGzlDgA40K7tKq+RU642KQYykB4pG+escKeueqzV64NupVEvd5/LXSOiFCREDM219VTSQkZciKRkwDD+uTKZ15FTnnL2bdsMAjXXilz1Zyq+WUwFtvgi0rSh5OmN9C2d7xvgjEUqIbCYdbVsVlJcFzyjtIynIxUDwKM99Q1XjbkvJ+PCIDxYvg8AWPYXebaiXBVu5WZtKYSFwOMHWYAI2Ov9Pa6xf2otE4BdZ4+8fUqJ8dmURSJ6E8DXAfz3AJzDRxy9APBnAHyNiN74lO3+6CVqws6InYHc1UcEFK5awnTJUkEEclTWgmLO5Orvy7DUNmWin2krvh0A277Xyk1NCJPdJlLPGuaaRlSpn/QY6+pDLVQZmywqZF42EYHsG9nnFA7bQkAYHqOatDQsqIe/mvpXxrFWSr+dsP5SF3efKk9pokgAYsiQIKCYHQ/5x3i0m41tVnETBAGD76jvlcgoH60+iXP6Tfeqzcnwbo8WGYqamAlNv67o5SmvXKAOLQBFC0lFmEZ9LhNDqEBTCN3ZZGWJoud/YOHMaKLbrxS15Ly2+jRsTfZcwp7BUFEU7BMPNCiSb4mBDBWlLUy+BKCo1aV3s68Vl5JrENIYDJmO6o2EvM12MZ7hg8pLOJv5vxJ1VvrIWdG4MmQX3SzrhCE6KFLsA5e0bLAfA3NEUhEIOfuWfNrgXCyP7IsW5vTaXvRnJp9tZ3iV6PyFe/ZA+VJpqrUZoCyHpw7F4HUeee6r5kPTwkodBGy6/JgCldlymLPnMn5j/rtGTXNeX3xU42jLc9aHUbjeqoYr+bnvhC2pVibgPJ4JzaEHTjdPSjozQiVnlgcZLtS8XZAtPYTrK64O4xrr1yNT46FEhP7QK7a13XFqcvd1WZ75eOeSpZ2HPHBZyqj5csmjEgaTLQZGdd//KRqC7eLVa0MU29zgnAdTuzJRSSdk3J/mOnsVLa3HIdB4byFTYgHS8Q7rNZB7GXkKnK4Fkr9PDTZY3dzxeVwGY7HG86BflOEV5ViW8t/I+Ozv1s7ivwbgBMCbzPyLzPxfZ+ZfBPBmeP+vfapWfwRSPqFPdyzKhCzX5evTL1CytRuCVm3BKUFII4KGZ4hgDqUMgVgrAUMlpPpStBICJXlcIEV10h2e2xupF1XZwkuDRGOVj3JqBTsmtbf1ftjnkq0ueQJqrqU+RuteZIEVKMraS8EntSv/jBCthDI5s+Iy4TsXiuOxaWJ0bg1xcagxZvN8BS0QJk/GzcYSQ4Q8c76slk99uLo5EsZCpXDmcsxRh+jLZMvun74dYXxaynvWqDnmgZwlFkCNer5WCf2VaptPTVMGz3gdP6iU0fNI2Iy8AJTzAm9MqZ0sy6mAvLN04KkMgxHvfyIQDvhJNmPl4OeXv1tcYWg04H5arUWyLLozEBgNpbM0ZIJfCPwh8BUNsTSrxNgVVs89JL8BKhqq9C3LUt7qULZY8pwreI+MHSUHS204pHzdVGluqsusRAYuNicKCsr+ylO5NodGkNxG4doQFa6UZvMn5qopibUuirBlvRwqlJIAIrkmqhz/qMByxZzIMge+f2dRX6ypb7mcIX9L2pOPf60Gj/VXi20J4sTThozMDGCKPFpj4M3IFSQlzGdrvKTsOUwpX6QfVZAY09WJRU5osy6iEE3w1zc9LV19eGrISV/lmHt3X+tJNSDwP4Obq4aJiULgRFWCSriv4nFZ6UqqSaFXpaflCzt0EdxSBiolYFU7ATs8GzhSlbck/9Ulu4io8Bg/6iTyb819s1S+lhMrXz6bdJ1WAmllrSq7CsYP91XLfPJGu7rLG4R84vZb8wKQurIDUQVUkvfTpGdVFn8RwJ9l5ncNYMzvAfjz4fuPVaq5oepUkHiykxbFBbITTYx0T7RiMQzgJu8hJyU2flJiyMNLTUNoGQ6bUChXp26TuYHEYAEJOgKwx1vmvUCpoSjhAqi9BRyM8tdl7nYfw8vUWrsfPHhFA+FzGGYvn5RgmEWLcyC8f/4d/Kb7rBEsRQAb2tEtk86XE0suxygo4USCN1p4zVWUlMXmAh4tPypg1E/t5NUBUH2uyfq0/A6AXD9MRKhCcDJhwResCV3yphQ1iVC0OWgtZ4DagxrkWbY6Lh3ytiGuzrWDyoBes9knlb18+1jWNwNEU/Nt++JjU78m59VzjBmD/OBmBQikHVyhGjvO3iT1DGwfQXKufgUYd+79nfhmHHYhUv2V8ed0ED+vTUNeWboGZgbQ8RpiJRchRGMSIwm0BEbT3skqYuzizAAgNaW/pTBW8xyR6184/qsImqwpM6JiWx+HQVUrdYBREUI4y0dguXv0iglPnIugBXAA2LhVlQbp6uq0sTbTwP7J20bA8XU9jTcR1hlb0vTdB394ShUG/CyzOqdDYDTju8CkJgKxX5PRPzPg2sBVHW8/f3W/8hXSZJ46CbNTcugDvyC1ewFQe5jqzPDC7cng5fxwGM/03ZyI3U3lR+zzWV6Ur5ccHzWu6DUr35T6bkBlzPgSo3CuklzyuKiq4Qys1/YsesxXaFfpiIpwCAZwvH6IofSsOy9+iMIZx2qE4gHFsubaIj/Dp59fLiMU7RXiuuykX42JV3C0ga5etWafTdK0eYVi7mYBxUpQcj7eDOuLqoVRd6E+K16ReYpIzd9+yb43NWYqAkPGQ7jtkFBrZc4S8JK32JTo5WCuzK27hnW5VJrD8Lu1szgBUL9N17+vOaD/mCXyZ+eiycej9W+8WRM+JcDN1TG08qU55raYwEF3vGpNqdxVbebuEqQOqUjJvh8nfDMLiLHbJ+F1jDa+l1zJbcYKDTa5eAD/aWTsDXw360E6Iqw3GxeLg3C+MdNUhnRNlHPgBVCxeiObQwZPG1AgTFQwM5uafg0zroXAWb6sgamVqFyhikriKhwEp2w0iwpHvm9R2ah3IL31JzWuHX3Hjzg79N1YETzbgMuGRP92tbsqTEqCjzwPuVgVjCCMZcudyWNVI4upSv7BiAMeB5xx/Th+HArb4MIY5s7KAnnZuzTe3giSwGpYRZhtpEvOdLS08JuuDj7ptGXuhzMgmGEWpmd6MXAf2sHxW7G+2i50lj20RckNtZpKVnVg3GRkbRMueYaj1SdFW9b7Qn6VEsVNfAKA8AV8M8FfgOZfuKAkcrBkXL1rzRgbgSLMvYmImFN8rXA9q7hVqqUHOIJxU6rJf5XpjNlUtJtS+UvppCJMF/RJCUSj7jK1FfCpMX0u08X5NWFc+NUvJNq8XG1XOO8wTQOeNl8lDEnB0nmAPVijmnUzExi0CFxvOKftQLZO1A+BrWHGw+WHEUfMjhblEaZV7Zk0R8GdujTo2Iz37r+hBHSb2kyZs09PFzaHDAxDuHAb9yCK3e37v24g6ps6L9Vv1yuvPLqB6z3SGvCyxcPlB3jLvYij1SdWcQbUeAqtvIrOeJdEw58GIUhNmOAwSNeSSd7nuhRPesxlMLZn5Qv2oMhw8r0sr673RsA0BpfL3dSBobqolHlrq/cq7yzAy+Tt7GeGAL4iUZQjpQ/xmIEq7lyLa87FFyxAcFILq00S8A4/BwD4jnvJwE9gNM0OxFQY3YKFPzd6Pgh9NzF1X17upLWrPUgC+ImPWaUxTy3KM7TPynXy9KzK4tcA/HeJrI8P+Vtx/3T4/uOZCPh9/CuBsSWkko+uyYfWCqT1ADfhGyxSyl8G44y3oAnQ1/j1rBVBU4VgRcrZj0+NC0qM0KVCSKzXIr8Pg7IojKIkHDna2PvP8i11hJ7YiGelkFxjuYaJUSCmqWuV9kqYc6GZsjk07c0aX/8o1NCo2oxfCCAkIE99kMwLD5ks65PdBP3d/vpQNgDA++ffgbm4IFMaO95UStUS4RbfQ1z6wQ119/wjABzum5OcqoX8DFfeMbbzN0SQcsIlGp0WeqnIndI1PIZvycP/Aj40+RhkXEuyEJBBiL0axjIFBTN7TlCKkiDPKhx4EVQAaEd+bbetVVMPcRzrK/wNNLCxHaqw9Rrk6SFnflWhTb3S8lPaLwz/OK8/YExQHuTsosdz4NX1xq8tVY5glfWVWybmroTotVvWr53gxALJACzJn0Vv3Ro7xt6Z0eqAg32Tvlxeli7D0kGB/w8vFtUs00g77fjqi0ny3Wcwwx1OK50gjEaec1AY9EMcWWqp1tDjvTrYkHkJj9ddXxHc0v8AcNmdB7lJcPxpK1zRezMGHPFYxuQBbgEAus04CpFd6w0GrqlFKjaMrMIrWEGgcTPl7G/MnmHhM17BO2iD4gu2Bq7UMcLicl/1MatFE5sAUAkbItSmDsN79YKcxr+DcrI+58Yc2Fad7zMRFov9sorsr37I5G0AaQ0v1b7Bk9V9rKCiyuSNVwDSrxtnA3ZYOp/BQPIuk4UY+NnlqmhK1/S33Rfg2J4bP908qpTRGFVHovHqNMInkD+He1mbAm/g/2mpYDnJcGkAV3P8scEKk4IUuey0jV8d7Nk1SaPNebZmM4AhvIhwudiLkXINuBILILzbdfkOIhew6xZkE4ZCW+J+1NJBFeZaTQxSSrea6QrOEYBuM8X1rhyT4aNqqez7/BzAwA/5+ewLAH112Kw1393NgSvZwvh1/cTgUILBz3W+Zl3Ee2dEHgJhkxlOJOff4S/VYRhIz6os/isA/jCA7xDRv0JE/zwR/QUA3wLwRwD8hU/V6o9Y2seRJ1QMjLNtbBlaFw5NM4CjJ+GGviuioNzqLfHJUxPlnuRKRkiucXGxjrWCJR/L++sky01YS7D4NgMe3I1yP5W2Pkp6ShTDCcDLm021D/+X/hdD3jQ++abEICMz31OurcsHUZipsMgYWet8HlrOhIW0PqINp6jDoTy78Rvuc6aeSFwnfhTcwQSlVFxpOMvAAC6mQ6zOp+Mdn5MBa/+pMHdmh4aMqG7YwcPlByZ/3tZ09SRU1GMb5x59M7jlOXflNIpLVrGeB4YQ5JKo1nakCBTwW/Uzm5+o4tUWEsH3JfsoV8UQgNUqvzJDME8YEpsd4Ou8a3JGvqdcx2rW8jSWmbAyuqla1VDUKcMHN8oateBocNXKoQVO6FXWoJy7mMfoHIrTh7S9WmPOni7+LH5dZ1ZwZiNA6c2TEDDwsHdxzHLGLXsNl92ZmqHEsDnAljwDk0uoMMVG39kl7nrhvsvJqozuuV7PIBHoBJxvvYwoyD15fHdAZPI72nf5Om4qIUMLEzs9472L7yAa/YjBcEDa0Aa11+BEyAuRLb1QVyYJ6uUV3qSsyECKNwmD8HBfI0b6/eAAcPEeJcY/fm6j9nH2S8+p7nsSOpusHCI8Lc+i+y9ZSTamR0d3Y72//rnUbwLj3VuUyjzFet5kkBEIa7ULY8rMhTgkzacw+AWkStcyUHUsLqb+DsjaumLXRLBXE6BNHlF3hgAA2LpJREFUmB//HvbOtKzXrnaS1+u+nX45kMO80ZJBxZ3K7HgKA/hrP6P7U9JmSSNW8wfGfm/rIgDX3E6co4/4Rqyl4zVYhOSxcia/4k7meH6PPfzX8dgQC9NyBa1y2/4YLV7ZbNRo1OSGcgI3blPAWKfYGiJLSwVnPo9vg9jFea/VI0aUmjeA0Ll8xCZo0Q9ClXKv3RpuqxZRyNZ496NfAwCMN5fKwGDrvxQlhQCwvwNXpyYasbMAcsqFvw6vrMdJWikNgSQyeu2YhKmM8Fn6nnqdzUv4dbYFRRMtxVsvk6zg6sMa5/Ah7yIfmytlXoOYVPRHvLqkpouzQwCEMTb4xsslMH0wpK1WW2DAe4MhgZTGmvGuUWRT+i33masgLrvwLJmY+T8G8MfgXU7/xwD+LQD/E/jIqH+Mmf/6p2r1RyKlqZ2MhZgQmB1qhGwTLkJ/vN9gs5nidCufbF014c6mQ02ZXPEk5qcgRABCaCp3vuldElkGtDVEufAL+NWY1wj5csltFDSSArQZk71LK9ONGMAWJ0vmBWYR5p473Me1NAKk6jGBW1KNz/NHUYiTMluL+5XeULYLRLlsW65Q8oqVzeIzrV3p5ve33ZcgoiqzOC3QUw7F+3Tt6NuZCBFAGCgsAm8M31xKChXynMpaNpO7dKb5ZhCo2Qn1h5ErQApibCWAgdRRS092yBN+JUhJagOFbeJsEV5eijAu30ScSxqQFnx4b+yFiq36roJxPVT9y8cAABZTbzU0vQufZxjb9yE11X4PCc0DQlvSYLIaJMfA4gWwHpcwDYsp2ihiBTgGwMxYc6u+l/WIixtPa6zA5x87xmt4G2DG8/hYah/KHgLcUHDTRrnDLjDXdYj4jgH03Mc1aRqB4MLQyQ5Ne9T8BeeY+eKBqUHw2F/dkOZupNbHrpsb8tbkYx7XsP9xvjnC3+x/Mu7GfXDxXdAsDEYQHnoagTANQrXqRzZV8kWfX2MAm82AhVrKKenz99ECm/UW3lxtjBBabbAyfsbbBUBP6p6/ZhsgoOEuvvo8vhHoXD4/DO3SxgC+dxfYd8r1s7J2JjwOximrbEyq7nmlaEogYGsEYBrfaCOQgS+kL+OrZgz05/duMW5vvHu0PuP63buErhOjLOHjG4QWDf7oxcLz+1D+hc67LL662ZiKc5qi6XxDY78agjGktqbNm3iWzvbBRQsylSWDoWfCLb4YduU+t/YwvhhgllIPeQ8ziAsd24BlNAUfjIseeS+jAmzcePQ1Rac83OINkCvrnOFAQM1qGmLl8v4x9jIlz3/5Gzd/b7Vt3wkrvyA030DWoxyjGab1yWNErUKGCniT4Kz14ZB3TFA1GQJWSof/32UyXfq1p65qJ+fn+Mbjb+BVvA2CwxSXpsRG8JqA1Vh6AZjtLFhPKQAYR8PS0wQriUBK6O/MQc2BQOdHlKzx99aDvx9/75hr5+uq/vF2koc2a7vr6dzICGaCtdd5x8wBQ46/lDRGl4uZm+0Cmn+Yf60CXY7EhFt4EL8AHubfVEfjNP2XKRgKeFSb/0+TnvXqjBsA/iYz/yyAXQAvAthl5p9j5r/2O2r5RyjtbV94okrkjbUgTNanEWUAxr0DvzPzzi2gdy26YDCrWhXjXxb9BkzAg+WHmXg/fJ4jVrszgplcY6GoH84fSnnYiX/m1B5Dfay8rvSijvIR5ajs75S5x9dLBteXrh+SbuIBmpG/nnO6fKJgoiRoG1i1YgGAODvfBAPYodtW/Qh94z0cre7b85bMWGMMgEETC//bo7uD8EvaP3knwtpkisqDB6+FC473Y28Eznees0TmuS5hxZv9C2AGpsgFIJ//bHMUfwsfesz7BWzt5PPm+WCZcOVP0H9Q1AtkOEiI1Ee/f/9W+hyL+0lBE+60GyvYJzwyYqe015i2JmnsGFi6S/C4TppeGb+TaiOn3C9SehLw+GJqlW9RWwHgOXcQ32+y3c0JM0Zo8aG7gcv+DI6A882T4BGThJSq0sf2rjTdc1OGMtzO8noM8WOwDkxNRq9RC1FKfzVYCe2hfFF6bBtNe8vMaefWmfsj4SY/yMAr+3pw9FYmRAd8YVG4KKIRAxjHQDQ1tujH5mTzEFKcQdi4Nb7Br3q4FT722dkgJgKNcxg1bqc1tlptYdxd4Mvd1+O733417Reb/hIwYy8YPs+H8avLsiF7FLT8PhIdcezAM7uuu1d3kKfJ+kzXZObK9S32T2UN2DtKYw+8Vgxi4PT0Vtxp/FPHXpjadc4Id7JGxKX5u+H8DQM4Xn8CcWf0faidyWIQzeFuzNA45Q5fjQxJ6lcacQLQDrjHSdrjudnLzOusq32ieKTUTj8f6T4AEM3Q357D7mAxiHvMoSNByzi77I1vSbr7UfAOOJ9bAe0O+bFb8My8vxnOpeU1EhjU3ilEUqGgMX+hkNRkikQJtVs7q695FZv1Fk5v+r5OXd3E9Svuy7EeAvlnCmvUbWIAP6GdGpo8TTYXij76PzqgVqF46aAuhiEBe26OL65W6pXgb4khD/kAAGG8mUOEDAJwcuMgZPFlfoAXVDnFn9oABzGIpoYm3nj8zSxiq+3Db1ZiYiyX2zZ3ZXLu84F58xgpeOJKGcVNbytG7NyV/YXmI3ij4EdouyVex9vqs5XI/sZPhrFSCq7Q9RtuP1XKwCxskqDi+u6zjbPnclwAoBm/qB58LIAX+T1pKUFaeCiRuu6IsWkJi4uDOEAyRSID69U4crIr6zN/fPl29L77iG9E3qWAj62ySAyTtGMOAJ/Dtyv5s/VIKMZqvZnhwxv1dSTed3llAkMJXW0VDqdBZZGIWiL680R0DOATAKdE9B8AmDDzR8xcP6zxY5AmWKsnESETISUwti/uQ0/FvWv+KwhYr7cBELrNFFsuMY4528PyyaXN6vQdd/DTWi6bD/imKUPMQLMVD06LEM0jQryzbTACl/+tb4vROT+/WmOilRIijIOf9bOgEUU01IgYBESXrKVu345LtGYpZK4lrUTGRZR0Luyt7CJ7vbstUwQw8Lw7LEb477gvmjIKcHS8CYuUwLNRdHWT1PbLoqRAthutWrFTaPpzLJc7ceFLXfeyY2xvbtaQZT4CYY0J9p2NQit3Br59+jUAVmh7i18Ag+HCfVCXmCCfwVGXYN8xrptJyZWVEAcESPdgqsH6TH9b9d/X4QWC/KREnsQ6mL/Ndv8q5eTL9vYKVtVIlYnr2oMDj/HntQu+axCRhZgA8GaFDUZRAI0M2PDWwDz4RnxuaPIUkUi3XMtlxcJuBJye2lCoYkiQuzEdO29hzu5gYnh8tzVSDL5DrT+cf7p5XDDXJpsJeXLcYO/0HTRgzNQF35ohEQNHR3dwqQww6/UWvrhMdJe5Ke5wA4De9fir/e/L2hY6Vly0AgajnTLa0evY5J4ZshSZ/I44gLZb4CcWnlFr5eTeobB/D9vRTlJAzA5iqHMx06PiSzYswQwKEOK7LjtCwEHQdPtBeVGFJ6sT2MRYredoXAdDUMQldyCi7Yc30/ttnlQUD5sWaj2ed8fx9wMcwLFyfAuEVgv4482F6S+QlHxTrNJ6HXqfTwQhCl6QWmjVvTGKc6EJ+VXRc4O14nvU7EWBP9XKuHH8kXrjv1/HI2wtPkHfjWLFtfkGgE8ONd0kdN0emIC/79404zhEJbhJwTFMTkowxbIVV01/cqZX5VM9QtNlx7EmQfSLa7jcY/TdBK4BLvocH8syf9v9RHznIF5aBPf8XOXN3VBLBU7Sz+HvoQ2G56Od1G/dZi3d4D0wANclXO64AW+sd5GOCfxhCFaSQ7M89PKeZVzlyhljhXG3UDkI09UJlsudslT48WgvyHWh6pFibZ3LDGJIRpIj7KpqGCuM67xz3Hgvo5g78VLTh5HnmTdn/qymnJ93LnkR3TvwWQkAuzYGgAOAzXoWv82dhURGrQUwrlxf4VMTcUVoaMxXNRxTkIXrEoNud7OZFt9+7QsD2EOEzeKakQk0rUn37jKICH/F/cFYVGQyAuJxxbiW7uTHYWybMjcMwqhboGWnIkqXEsUm4nXNZFamVW/VtaFzq1elq3YW/zsA/hyA3wLwrwP4DwH8cQD/5qdu5UcstQiL0JsZ4oJjIB6QJohSQz7MPiPuOgJeaFhc7uHhIaIE8TObV1O1AG46GyBBzgP6u/J8ajKf73fd7cAMGdQeeFRplJUmuIvxTmaJUSknxJvKLEv7r3de8L/mPEEZ9bPYgRoz65TlOF9uvKUEoWjN48Fdohwafx4qaxwAOXGl8+n4+DaIgeX5x5lQ4p+W/QUI9vyZWM1XSqEnJVw+bvax7M/D0iTU7vsTQejGo98OFUQR2iq24Wxr2z/KxqJMfV8Sec6k6O/xi4A588D44OKt0BoFKznA+97l5xLDrmkpwESK5JET7/I5JeJgFGHgp7qX051tJMqutWMJ+ecg4eVCHgGWCTOjCUqM5KCKe7ZjwrUnX8Ob+G4UkjnA/nc/5/Ht3VsAMkE1P/90k/fC68a8DyfMYtq4lQ/d395QufzftXJpnUz/4QLWPGn30fqxZ4+FY7T49ouhb1ZOjOnVzQY7/QR7m6kRLH/g/DmFTpU4WT8EA5h0YY5phq/jtUr7hZRtfu+dvo87+DDkzCEiLCfAxcVB5UuqngH8zHJZzbAOu9GBPKMBY+kuTaZ0Aobxwu89AajBZTuz4KuKNyMP6f7JO9hx5ypfKbZ+8P6X8GhvHZsbIeyOh4ybxQGW09L5dT9cM/RkdV8FHjJ+E/ikVS77Ia3cCrxXniWP64Jh6pBaO+Vl0nMTvV0A4NGjl8AE/L7NZwEAr/XP4aB3eGV9zWwwbGEa69xzEqgMca3qPr7LtyGr2cA3mPz39ToJa3J2i+DntctYw090K+lyTKxm++eXS0TjVOiIrOG83agIZIrUaXcZ+a705S6XZ76bYgSAO/gIxA7n54dlbzmfWWDfbSHHFIGu4J+VaMTt5NW4O1cTsh0YI14bOO/ig/jcuM4GuOEswEiQRXNcJgDXeBdjBphbrA4cOrdS8MP8fmVVwta0tzFiH9QKs7QL3utjIgHZbgR3u1Zk6gDQk0cvxIwfF7HCWGcFI12lIdC8sEiBAz/ETRCAt/kOcqOTlCn4E+3hydaBymOFd53+C/jr2D17P73YNOYcmm2LsVr7HcT799PZMaHzu65Hz5vMu5OwCtczaaPI8fpBtQ1mf0C6nX4xYpCvJpcPONwlqd/I2p0D4czrWomcQ9FmAeD3hB3dP3lmPddyXnd308W2zrvkgq49dwhA9/IOQGqTh+GvZkuTNAhLKgCvtIe8fVsCJBslcl0cIpbIcQXGd9yLqc4srdxl9saXbpqDytEk+/yzm9/065/l7KjDfPmkougy1iPgwcNXs6CapUIpyORA6DgZaomBdTDAtJNnD3JzlRT/pwD828z8S8z8LzPzPwngXwDwTxPRfw6uykipgQOowUv8LppAmgkclcV7H3825v3glkVMjafbXVLqdC4RYoEUav0BH4JAwb1jjPf4OQh7i3W3zyGe1wlEledacHZouMdhCG0v1xpcZPj1V/6RJkIASu4yv9r/BHaDYvF7Ok9U+97vjKxdciNNYhlw3h3hPh/gcvEAOhEouFTpkyg2x1CSnDOsQGBcKEbMBBzf9+N/dnYDAOHi/JrZYZR8srO76E4NHXiy8uchd7rW9z+2mAgkk+y/+nFy16YgStbQEbSS7MvvGGU1/XqwLyqdZfDEwOPHd00J51JoaS0G6/SEd9Gzdd843TyOcLjqMi6Zk5F4za4pYbK5AMFhtvTu1quAZjr4i4brZt+jDefhrrltnO15meyzKz9OFzzDur/EJeyl6yfYVrVUXDpHjb8sO0tv8Pewtbgf823jAk23xDaf2/IAPr5O0LtseRLceKnf4DP9bdzqerzmnrN5QHiIA4CB/1f/e8FgzF3Clw2JIaIBK6FdX/R9mz/GYIpBHupGBCYUl9bMeZxlZ/xXz84x64GpUzslIHyHX4YzJ1qAjVurHL6iFeQMNZtxL1lbRveGe4b/z0/73E2Yg9uduN9NAWLMg1JyMPK7Ky4Q0WPejm3rVUpgnKwfRpg9Ss7whPcAJlCG/s+xD7//GfiAB/t7VmgpXZfJdKjvx2DqcLs/xHNdh5ESjP7Q5QKtm1dpnNyDdr7JIpWalZaN7KQFWjnfw+HevyQA7PEJAGA064v2Vu1pbOf05FaEndjTFQB4o/dGg1f7W2j68m6zvUs/BzM3wpdWq4z6pN8M7/ViRq6CBMV1KZxGohlxpC/zSz+fcu5JZKnRrTKq863+IP6+FiJ1/9LFJa6F4waNWicMgNlazS86P4YdrwOuJK1O5mM7BA7iaYPx+hQERtuvkcK9Zf0E0jVOmSDYBB/ln1qusMWzEOyOcKsL+TIU6IPf9W+6z2KU0XLPgzI8C3f1ep5FmNFKMgMA/mv4PxpIP7/4XjISKoHl+OT5AI5/N0IXIhgzxq5Ol2T3R7qRdv2BbbaCBzX7uEHhzNV2ok+L/gJtiN7tQmCnz+Hb2N7Mgzeir/NsBixVROJvvOJls+/e9e2OulJ5PT1+3rjYWjnMr3MJfvRQGRl0vveD5wwBWLpFzMEzq1DlJaPLbIig/gfWv+IDJsY7rMkUkzW7XO6CAVye3sJb4ZrYlgFSZ1llNraYrCxAwHvn3wU4+YLoVUuA3zmPIwKMJn73Nz//N+tSGKaQIZy9TTV6JTFIpXUUie///uL3m/dzdmDmgO/AkXal5ZLD6D76vtuAXAAwXR5F/mGiAIfeNm4dZef1esusJK32v7JJdGekDofVZDGhMxvXo7uzlS9nozQyAGrLiOgA8OoHfzdCMufLaDhruAMCzzk/uxbziMK5vyt0yQe22dfBNKmm1DFO148NnJ5GkjJ+Pz1dpSy+BuDfy979X+El7JefuYUf0USULKqv4B0AwA5fBLnBCnESeYhB+EG8gPccYMI/srj0SMfAyZPkIy92HAJjS7n+SM3fZW+h2HUEarbRZWfUorjADAl8kxa9zbl38kPM+ALrUMWmtYTpZAugMNXbfBEX8xF2VC1Ps874dNFtcIJt9CpamNcZyAv6ADBtMN6c18Vg2ip8+OPiDgV2+m1oAsVB8On7ivUdiERCLEPcrXARlJT7fBgPfIvwerZ5YkAqBD/ahXt+Cw3GcYF+GV/DKFi/ds4+CM063ORPsn4y/qN/yI7lyTZwcuwZ0Gq5bb5tNvNinCasjGYaPlXtig4AMM67Y6y/dKAHA0VSlTEIziXmRcHSPNn4XdX58jEAoGsSRmy6WVHvF4JL4Q+eB1pqkm5mL+bCL/c/A31W9jK7kpUyjrN5vR73f47L4H4H7J68i5/A18FklfgcRiMoiADBDT667vv2+4JrxoQ5CpzrPu12nfMcHa9xBDtnAEI4agbg4G5M0YxfCueJU6s/g980ZV7kd9E3wHOwwZw0g+b4TGAemfD7ooxc4+1Ychx2wGuM+8Hle2AwjrM7CkEozlAASJHndEbobCVuSfHmh0mo61qPG+NxDxBjGozrfaAy/8T5BRjAP32mz+YRPmYbFIEBjLvkEhvPP4HxuCecYQvajcxte8FzG0GoCOO2XCk3rNBc269wjR+rtvyH3/pMum8LAKbM2GNRsgh3ui5+ZmIFPdCcebrSc+dv0Izn/HKXn7QgI+5IIsKYbmKCFZLJidC0SQj79l3Cy3gH88W7qkoPySf3vdGPrzCWAIDbzPGZ9SaCYqNvWjHb8yzx/0yGBm8MIdOWjl6b97ZRHhOjfhnrOXrgeWHvRnhE5fqPl5ErtjxzjPfOv1HpGeMk0PcL5UILAI+WH0bPHACRngCIZ67+sa3/GLPVEQjASx/8cqyTkcLxv3Mr9dbjQQYv2zF4ddNhwi1eW/u3j3jf8Jw/uf6zsew2T4tVZu5ZBHCjeYBkWNANi+LmsJyoGehajLoV+nOJzOzzLRb7Uegk2Evfb6iYALlniKZyn/ChyQcAs4uw/miK35y+CaJtvDt7Adr8YxaOgkHgYSJ8eD0bCfEcCixk3F9ivZqDGOizHZgxjzAFK0y2RhAC4d/tfxHIzqkygCPs49HyQxC0gc0F9BeD2oCmBIAafwWPGDLzXbi+a/G9F/waZQL2L16Ga4Btt43VhKJ7/uzjd/AQ+0Vr590RGiZcbE7MUPawbqsJnj3s8XEYGEoGA7KGEALhFfywKH82F5xhbG+W5ujV6emtIr/Qj5V29Qbwc8sVjo+/j7sb35tvu5dT3wi4l53D9AU9vBvX43bGN0HA7vl7aLft3AKI12cdnPwAyNaPD/hkx+onV2nn7brbi3m9Umjjb4jnVMcuua9rj6X2uadI0/7rdO3lydml90BbKxWAQfiNNykYpFI55gZjBr7Q3Y3K4R+4TMqpgwuBs9K5ZBCwVgrsGMD5ym72PEu6SlncAbKbaREvqhq4gOrHJzXjV+Pvz+D7mKyOsNnYw8naX1juHmQAL/VJG/+psOXObox3zr8V3qaDtH/k4hLjcPYJoLAL4WvuuS/PBk3lFKB9T9dGoNYKUwLP5QQwakXowigIvt+/61883EUMdXy53In3oZl24iuL7rfCGYCaS2CRWsKdo9OgnAAzTgJ4M3rOX4hueuDbk0AK25yUc+mL+MH76z+ucLOEP2ezcNt45+ybWGOES5dfh2LVQyviA5fhw+1PvhLfbU8u8NK9rwMAds8+wL47Rjtw6L9rCbKD++jRS1hMgaOjLHxxKDjhUYQjGHWL/syicpeKjrf+EAheAHIv2N06U2GRGJvVFgDCqAhWERRj/po/qxisiHWXE4+lm8rVLgwEL9fyfIIwEtlh7D6zj+PNCb745g9AzfXs7FDoLCi6jjMT9s69m9XO+bvI8TQ/zC2GHnADsL8770K8FSfaZuvTqr/EzyxXEfa3Tr+K73AS5ssACQDPWlA8pCBaaQmZ9GULF8W4AMD5uQ+gIjBvzm+YqdwN7jGv9rfAAFYXh3i56zDlFh1aNIqcd4GyyJsN0poCgCbsTsTzIO3VruKr9Tba2RXnHFYj/PA2YdONIjo8CHKEuGQSxC0vNBkD3nioDjuN5w222O+Zd/EcdRL9+tEbsWlZvxzORouFX+5v1bRRnq8dfRcNGF9/eeFbb4DHT+7g/ZvHAIDzu10syptt3Ok6EChEgmY4ssL1Y95NgrTr8S1+OcL8/dO/X7SffpI6Cx0SA1/AN7F/8quqhCrfEG7hE1VPGt/WlfT5Tx8dg8llOEe47dJupayZaaC9RGOMMi3ow3g216d9FX2wnbxh8oIIcyzAJLtD5S2sFM60NZctTnYIH37wxYJmEQO33T6gDGhb7MPrv3/2naKvuovnm+PYpgRF8udaE5/0S3KC1XoL1GyjRY8ZHwLs0IYjFxFL5ZqVwCQN3VYgvHZxiDxNIw1nTDc7Ucjf5y18ld9MNeirB2KX2Pwdjfw6vCpit/7UksOouwAvrodvhM3YX5gOAk5PPZ3R+FzcozjAS97mO+lRXPwu/fVd0/UJmBoQjbGYaCNhGq3bfB8UApxtLz4x98bOunrszP1ejgwB9++/ASZgdbkXZYV3b3m6JzKbwLrdewNfw4TrvINe8V4NE8MbfOymQZiXisGeins4vUx2EBS09WpLVUP48MMvYJ3IJKbqGMN+7/DZ/k7on8PHzu78XJBXjl9eEx6tPkIDjkaRPp5Plb6k3v3k3W8DYPDOGA3dAI+sTNEEWeCz+K5/z4Rz4ZOCmgB23AV2nMNIxofLU+R2JFLquAX1HQ6ju7ulicKjCIyNW8GFc5R/lP+fcCo0oaSX+N0AX6J/9w8ECi+7tPm5z3BvY9ecW+AUKMm4p077kqx4wuEmBEWsFQaA2I/Ut4Z7v8sZDTxJxp+tjnDoLiCcUMp12Ub20W44EgdGQ4kn/sLC8g+SXVquz8YsbBBcQT6q6WmHyV4gotfkHxAPuJj34duPUdJo7AfW+5r74bN3syXhT9KER6Uln7JM4em/efmvmndHzR4EUd4++6o5/H+5yXVzYC3KWdVUkbMT/1uqbLulQdiPFd3ZRN9+Mn9TPapGBnZ5rr4QqD3Ar7vPg1rvmnSehQfcUWcYWmUhJJqibRJxvf7k2wb2hbqbcIoVvv5qpmwwcHnp/faXZ7NCKJedqhsd4Wj9AI9YLHP6pFie5okhM2MRdpw+vL6KZykIjMmmAxpCw2u8ircjM5tsznB2nlwNWM3pYnEYrVy1Kfyp7hUpBcC7VM2ZMVY3cz2/9ucaJ8zoeBPuJiwNCoBY0nxb1UPVlHZavtR9F22/MGTPIbgjId3P1ahzF5uR6slT7j+L3zj18Awej3qEqwKmDRxt4dXdd0E0gQNhvElug2IR/ZnFV+O7UdgFJQ6BPjIhWDcq50H6J55ErVfpPMLrmyQMfnzxNoiBi/4UczkLtR7HQ+uCOxf9pRp327a4pF3QFI3bmF3T8Tq4yxIwxRrrEXB6ctPM4aNHXint+xHuHwAchLmUxHyV1tr1vsf1fgtfc6/j+RDhlQD81f7346w7guDV1zmR6GXXRUWK97yg0qkAFHtn7yUDgcwdk6FVy6UEYEr5Hu8B9z76fBDAUbokAnjJ3cBu71LFIcu+28LhRsW6pAYvhjsM/53ujwLkd1jW7hIrHofdH0Y7vhv18z/F/xa0YeF2uAxb0vFxMNgwYTkCzj/5XNwF/fAGYaHc3//Y8hyX3Tk+vsvoT+7i7sbD8jjsCjFQuAxKIhAcGjxYvguAFQ6l9Pf480W5dvqTAID1yK+38UYiRTMON0f43t1UQ99bSaIPBrgv9S8Va3G7IumP4pUqYUiCMDaDP4aw00/wkK37VPfKLqxoGJSucQNqlP1YRfo9nwFgwqi7xMXiwNQ342U8lvF4N7nO5mk7eIlEwTYoWkyILm15qtHG8EFB7x/ayRexyzM0oxfBIIy7dTGGNVX/Ttx9s/fjjfuEF9yVwTU48CRiH4glT99wr8Y+EIDVzBpHX7z1SVEmFwsvKvZU5lHUMMXlbTTr4Njzl+shboHrk8Fhzg4v9jcCzlfGlAkn64fF6wueZZHObZK1qT1Drj/5DgCC215iwhs0Lik+DfpIT2Yx6jKgJ1ScWuQ8cWw7vP/S+QzL0w9hVXHgjJMBS0tBxRGJK7hcu/EyAxMwch3OtoAx9O5sGruTk9sRX04DOxJj1E+vVmizM3gTHuM8rIHvjrwR6mO+ib3FEnc2wPH6Af6/7qdAoCjvAFDXqwBt6+KuKFGLz07kTkLb1g7OoqTUArgX+Kco50dP7mB+rcOWW+LRXpBrMrSwIRdS/UtMTGv6WAGFq3TasInj2EXj3xdQ8yDwcspXPkNIfkFXJ4aXb4SALxYpgiw3ia/eW/gIsJNwVp1A+LX+S4r+TLNa9ROld02QsYnwHO5j3DPc9gjzsJOo08uuN+h1enITj3cTxweArwR73B87W5h2mYDne0+r05iWFFCendd8PYjj1/Gs6WnK4r8P4C3177vh/V/N3r/1zC3+SCQ2fwCxHAipSLP24Y0sAAJPsOwzqwQY6PfUE+N+ew0MRo8GuypU9r+//Us+PxF6DgpBWMQny4/Rv+QJ9rj1kTmPYr0JitnlI3yJvx6eCDnC1pJ30SyXlAgNeWIAJywKJaNz66yVES4w81bBWesPHEtqBaZA6PfraMbTFi98/GsAUXB1AB7vraMw9hp+gO/fsTCPRMZkxuXRdtYjxmfDfVAf0HNgZvyG+1zsj+TJbWHH6vyf/vLipou7a48evgwQwNsjzLIohW2/DkqItjURpszYXS7w/k1vtf3oGvAT3QsApXOXBMKFurOzQYPDno21EY0X5vpVOFc3q4ynLH4VgKgNFmh3uzyrBHjL5eHR99IzGL/+ucQYmyAEzdXOcN9SgTNc2c24aLYiCe+wiafnNuwt+2428i4+sSrfAUet6gPhAMeg9gbWF8ll2kecYzTBQnkWvQRLwwJHWH37Jye3I3Pzl8T7958s3wUAPFy+r6Cx52+/wa+qncUkEOtnIr+LN8k3bUP2ywmwhQt0LaF3Ixxtl+uXQVhMSbUvVVihZe2WmAbr4UfLLxq8XmGCDy6+o2xd/scnfA3MY3OlQwQ8VH1w/BZmZK2Vjhu0tInMUJ8L0RDK2mVwNbbQy+4mdlm7hzHO+0NsYYpf7n+uqPGiO473uq4wwqI7w1dmn49CLwcEGq3PcB1eaJ3vrEAYYd4scXD0/VijKCsM4O+++T6uvf9H4nPBWCmsudbjUC4sOxBQBEXygYUeLj8IeZxRIkj96NV56bhFFEIBXE6BrV05j+W/fbn7bbxAm9jQ8dEdvPVCmoOHD19Gw8CL/Q3TmQaE77u7Md9Zd4Q3lj1ec4leE4DTY+t+RqDoYngSjit0byRDJ5SLGato1yK/j7pFYAEexuc++XVw30IuuP/+HeBOZ5V5II2LjNt6nLCNYgMwfTxafYKvu9eh9/rs+TI9CUmBkNMQRA3+0ZP3oI0/ceWHs2BaJjib+5UmysnJtsPlRRLSdWLnx0bugvz57g2ACC/3pZeQKIf3MyWdd0eg9ja66yLsa4ytickMpa+GgE6WN0np3bGLv9suGPKi0s74Z0/OcNddM8F3rKpVwjBiwrItlWTQFsa8QTN5Q+36J6gAv6723Dn+EH450o/d8w/NfYAyz5a+lKrssuIFtVgf4fDililx5K6HXmjlsKRfNXhDx/D/I++94yw5qjveb3X3zWFyntkwszlrV7sKq5yFCJJAEhmTsS0wYCMyBtsYcACMbbCxAWMMBmyyQWAySiihnDfnnRxv7O56f1R1umF2JLCf3+N8QDu3u7q6qrrCib/TOhOkmLiw8lOmM3UN9MuGv91Yqxq7Lsehx23V+2Iwnk+4gySkRYutwKi8sf43+xJMRzn2W+lLKKXUt5sgrHwQ2p092trO8QcZZk/D/mSZ5/Z1WkQy4MSxdf47ETAxsQwjrmaQsuL5DJmqRe+JWZlEIBnVe6FJTTwkcFh2+3uvxyuM28ohfrY6jlsD4tiWmq4bzcmcN5+j8ztMpn9fkNLuxACuG/N7/u3sTgAuXCiQrkiSUhKTpn7K8LEXYuF85KF/Db0ZhGNzMQKPLxMHgwZrAuiceNDHgpVScKgLWhcWIpbFubl27htRYztcrQZv14qdrEyyuVxBIikRZ4Xb5bvNz8k0dYsD5Q1jmC0k297asF21tJiw+ErgVQ3+3+z6/8dJMDfX6ccxxLUlYLxFMaTeIVY6eTWjpUN1T7uJQLMqgb255XhfqN8NNv84JSSS/46dQbBtC9x8TAlkaQtEgjUDBwAw3UA7dSz/iG4ppFHtyzAfMMVCMD3dwy2bVHTPsXaoaiQ6WWlgZdIWrDAZKMukKQ1fIy2A48X9+m8RbAxe3/vSIBKcKW9TF7RrW21sVjA+wi+Xm4+i0N2zriaHlZC4TkxtsaED62RNXG6LFhw815OvVK8AIFkNFqwBtGnLkulauNpdxnarARsuJF3jD2JKm/bWCqWyet51otbk8Hb0yPIYHdWpSHump/rYNjhDuqpRp6ThWxgBZmYCQBXHVOkorp+bR7j12FEC5W763+4OdcEyEAhsy6Ie2Sxo3HIOAGoD8+a1wMAUDgjB9uJ9CKSfxy9WaveVJlLUJx1PyySbymUfFMkjWVHMZI/bwpjbCqCUJfqb7J29X82rkLDjxcwFW28t0xMMthAxRsdWII146I7ERBI3KoS/hlNJKQ30KWK2wnfDRR0ZBIu7Wij3mOU5GV5DIYZNADIEgJSAHY9+I9KH1uk9uK7JgnXY65TSGen7R9vVCOQdl1Ip51Va1+Cw67jPHjkxZLWzbgSNYoEfOaeFHoZJ3ZeCdqdsRFLA6V0PEh6lSjVNX1zpCmN2oWZmqCTMSW2Bngrkeg1WpfY5Q0Ki0uoLFB6tm1GL+TvOubRoH/CCTvXi77Wh8q62hroJE8teYB0PE68Grua5lhIgeH7X17ViQeAaQRLmeMFV1n8p6K+CdLW7deg4TAhJ3KkZUbUo1LsBoRURfW6bX+RJOcjRwlMNR1YYrTVMTfQvL2Z0PiURhnqV9L63gN5QHNmJEyPcvMOXdugsuiQqs9FUSCjl0wEZ7DXzMkG81MeB+YdVPzyrp3QYDcUMCSNA8SzkGuHZqXumU2aTfIDc7MHoe/WiKlrjiuGSLr06dtaL/wtbsDz6kbvdZzi73RZOtAbjtcNeFVkHQqrUMOPlo1RlVMi8Obdbn6ya9a/9lLp3jjDpGruPsxaU4GpikyhPIaUK2LD9WLhQXHBITnNcix9ur1CxQ3tijYJASMnKajtfci4mXtFWb71PBkiWYPhGeq0ESITOZmHidqq2rOWxYC8VnoAeToEV7WuLVB5LdUq+aDHMY7uwaoBGklJydOGpyBNSSnKuSmPj9gVJ6NVzaqd/2FhBtqJc/ys67k8YLSq9ks9Eh9+k/m5HxRHHRIWTrapziYoSFMsh8Js8s4wvD9ZDo/U2Z2X8PTIpdS5fKfhr+4X+K2erE0i7NdR+va96Vjizm257lHAewHidoAuZwnGOH18NCO2ZE13ns8lof3+0LVBMmJicVyiyYn4dGdcFL0xHBuB1F8+5DLjtGNLwhSNT82dWYosfRhAFqFH1xCuzuh7JAIdY/8QX/SKey374S6jcjxFdGM6JLTW4/VESQLvjMD+n9vJ2qQ6BslvgcTlEp4xGrlWcEp92rgJgv+zVQlkAa7Zgz/BsvuGXN+0yF/f9LOoGrLvq1k74uh4F1Gfb/oN9eg0CjIo2qpU0m8sVxqYe5qU6B/lQ1cZTKIfj4+ve5mmOtIVyTqYic+C1xt83fA5UWFO4zRUL2orzOtRBAdHYTjzisebR5MSQvwdsKJdBSG7JnoaJwbBRYbx0hB+7p/khBdMaER1ggta6+hajpsKilPLzT+f/T+ut/y9TssFiB/BcqjqcCe3DLdjf/qBmPqE8l8UtrIrqsLz5EBrJhB9zV09pGafoLHCfWKUf0xq1fIyKW/LjIvyYohDNJcewnGCyA2zkISUISIiVRjlxcpWfx29B55nL4URXfphqJuAF1Y26XYLNZbUZZ12JMFrqGPraGJjT5V0IP2cMDHBE/x19LnZCMR/nOLcDUCzlKCb0BqUkxEh5xw4B2+jmxjvUJrdhXt3zog+eN6eE6HJBjW/ViYL4eAemQPj5m9RvSe98Hgyw7DIJaSM8M6bOUxS2piRSFY50qGvluGBNQQVS51GxmhU7SVc8lFC4RhM86AQKhKvn5kkR5yINlhTpu29BkViGcg/9WtvFAHwjcwEiFGzuHSwxRzEk5/ETKqI+kDkbKyKBpCyTaLEpltRGnplUVtgYFq4BCekdWqpVK93uiBbQa2tGJvVzMb7l7PZBAdpc5d7r+G54avs8oRUP3siEx6VVRoVuf3OWJnYsGbqufPoNIXlMp5cQbgG72Kruhl1kQwJWuN0e7SiFAtil5Cv2BaqUKYhXbKrxUCJgUXMg678TpYOcRDH7nZkp0sUxuvKK8emQ4+TnDlEpZxrESkgyFLh7jfp2BjA3owS/qlOtWQ/qXZPlE2QNh9Z5Na73jP/Er87B8OPWBJJH3RVI4IjsYrQ8jkSowPwazWj4b4mKR0sVxzFlVaEs6zkwKA/VPQUqvUQsBMuvBAFBi5vhyZAreazUgWtJzAh6n7o/R5r56gSYkqITBRUAUZdvy+1MIKTDVXwHgaH3zBCASajs4dZAmLH1BrnS6dEiuUBIQbyo15KONU/bhlbE6Xj1UhueZaqqPTUkhABw6kkJlDoCNjZMNCqlMUMjdZvyTu0oR60ZYeWZJQWmWw4pm2rFeUWG2YG0hA+dPh+Kd3rYXREqb2hFDLS1zyJMBY4yV53A7VDuZF4evxxzbHn4H7xWRVpcMWfoL57AlNCmmf7RkyuJSSiXM375tFvBkAZzdje2ZpZzMsjdJiQMuK2ItEv45DlCJ3MRJGB13vzL0NWhfhuQVmWKRkKPl3aEjxukiuNhwzorDt5MejZY8/m5Q+qbiCAibHxsGb22w/Fja3BEA5cvPb+nCkd0CwS3uJu5e/xmXUDtolNagBaggeI8BQA+GM8RqxvDHPA/ZIoCRnytRnAVCEuQnT8Seb9NvatbVs/TfsIozaGWS4OkK2mVAcJjScY4uPCImrUisLZtLZUZcNs5zbzXH2JHOn7e0EP0MnjyTiSwYKs9ryqr1PIQibZoHHSeWbwd4Y4NYcu9pBRTIB19jkNcVombal1evFCbskCv2dCrYpg8JEYAEQD7SeWd4fSk/HcghP+ds8wSyzwLUTCx4l5+ZsEufhl6k8CNmxSsKebC+XCl4ODBrdE2uQFQUD5h+2NsYeBiYCB4x8QUzPeFatf/6sKW8pfkcNcAsUoYdbOev5O4FEmQDLkDtzuTPpaFKhPwNLj1wH9eOiB3ZnnQphAUfdY2fYTiG6em8dLDhQWle9211OJwVGVZRyxLFojun1VtwAgEWfWcgYsQFttzvyI3e5A2rViQ2i4XOA1E3+W6FsWMB1wW8C5DTofvjp2pZKmUs7x6ZpaqW2a9BrxJS5dWmaArlCvTe169ywNZi47c4xHPHUGXGCPKMUf3cgBpJiJXv3WmwepKYAHu0P01sEn48bhKNpF2gn2yDxCMZzpAKr7mZOkgEkFKuxrE/TOlsdC7GJ3KDfX/l5QwyjQ+qL1jMmDAffZHQHohETUm1NahJ+K2ql5YQnJIei4PivI5k+Ozj4EUuML132Wvb23c2JpveuHjv9JLTIBO7dA+9YDmj+1I+YoFQrhkTFenOYhWdniop24cWn2kxaB3j1TXRcpJKXytVcEp11ShDviOyUfrkC6fxbdIF04S12jUXt6cciXN7esEMaMaqWvyUDuuq8AMAjAMRWUtN4zZ/VQqKV9QCutO988/wi/dDaFehwUGLaS3amtVexzLNQjnzBao3I0CyFZqgohBaT5DreoZvVfFYDRYh56nWYurNl9PwALYrDcmAZRDYDye2O1ZUjJWASO2knGrFYBKMhFxVSgZGuZaQm72AMPWfh7rfYQoSU8VDUislEtMWx2vP+S5vgkcIRQD7sxSKLQAgfAoNFgMQI8LI06PcllzEtiYFDRqbKNIAoFblyC2fqz04eCG54OMmAcMXMZUs5TLDxAvPunP2g63nllytPDfYwexRgCFkEJhwZmlSJyChtv3dL+1H9UwW3Fb4iDSOMuyCOlSEgksp8iI9spPxNR3zYgF0pUqyWL48AsONEO7xkxODiCAuflODnVFXhd5u72Q4dJCkdnjvwKgmH6ebrvkMWMFaRK4VT04Wul0h7uRBaeMRDBeKtZV7CWLbxXTCCAuQ2Mfenk7tQyFoG1ax7+I6HWPysnQwS0dnIxkuz1MUUTdcqQlGCsdxqoL49IHvICJ8jHcrhRzKYHTntTKCzWn21PTUON6JlGa5/GM8nIwQu7daRIc0oKsK5QA4VGL69JbVO6nU5WTuEag9FLhBYFSDNSeWLTn9CAE8yXm1MS3hE5cM74quA6kF06wWj7uj7uBSgJfiSlLXcCjSbqdQFOfHQz2pnixi5NtteOnvCf8eBqtmPtg9UUArK1U6h9Ah0KIDNI1KLkGb5Z/wWx1QqP+hkgEyH5pbWGTwsvRJugvnEAALXtVT6emA2Y4LiVSGvzd6EkVA9rQI0B1fE9JsqJq16xEMELxkl22FuxbEz7whxAmlU51Vt7ZsgWQtCzME7f6cXuijKoEDOmSinuKE4HpRMdHSOguDGIBUpqM1xs7mJzsZ4osRZ271+MjJivHlfCL4F53DU/OKhA1tzitBfAUnsvcoUQvifI0s0aGorHMG2rVZ7Ml1KAAodsjh3mKxahLohK6HXo5HkoCP+/Xe3z+MG2u66dEksC7q69Wf9d8lk7XZb46Rat2DxUGlJx5qhtaVX+NINbdSuyo+2ZedaYOWs3mdMyfd0eCK6pBbK0EqfeynCuZm+3y10OL6zA5sYw+R80Ne2EYCexNDSGBhCuRToJfdm7VVQcCuURS3Vbj9qv/fXbxvxBCKXu8NB3gWXuksiCaHcj2RGh8goEqFvI8vDz4XSm2+MrGV04H+BSWK/mU/TyOF/aRk5KJ0tE69lQKeGTqVro0hsIJo5PyI18j7u1ZIYWFEMrxcrIyyX2sYuX+7+hKXNKyXrD2KDf7pN9/z/vIe7cE7hsOKTI8mg7c3j2vLu+7nJAdICXOgOJ5PuNcieq9AL0PRx2aXf1fQUyHcUxXF8AQdEw+7pfsZhSBi4mybueq8yBVWrKnBrTgGKp34cjplLKq3ykZzMQUcfb6YeyCpIz7WQkOOIFw7FqCbFVh60rQec/1eeDtyb5Lq/D7gebTwzbr86Sn2A2e9e7du0LxDZ+5THsxJgT9TrDO3z45BYBpVH0PQFDxwVRyLISxN3QLPXR3gUGH65Cww8qZpycw/lYKi2653nVPSEm5nKJ9SiGszaf1YRGy8Ak3ZPDW41zSDHQ/R32JoE/nhRIod6+ZyriPpmTFJUmNKlfMDwVoqIYg4XgariCniv9uAUkkg1OjGFozZpjt2p1Rp4ZAcNbcWTjzq3GnlkeeT1HvSuRY9fGKt5z8mi9PeC34aenSSBlp4AdLHy2Fgu2FSiIcp+IjyQWMXoY2JkkVRhkypkE6ZPVBNTfXQSUmiJs220pl9W4DijNp9se3qs1L+stTtUHzhMdkp3LbC+055rzaiF2jBSljVKuFSH/qdmKhhMVaEggSHjhPg6SqJjoo2/uEfp8DwcaUBi0hVLbaaI+qW0IKuG/yx8GzNX8dySvEubhZwU97b+QwcJBCcJH8AaYZaLLSCRu3usDKlkMUYtMAFLPh0VPUVZhCSsmmqccZbYG2aiiBsBB0PvUCQDA5GcCee1uRF9ayySmSIs5x2e7fDTRtWvliqvaPTwTohfda60BYCCSG1R9hRtIlJehFteWC8VzYFSiIoQ279wL88/FRklKBVOy0gwDuh4dM0tWoCHto/jHs0DZYcdShclgrB2Sd84162p6cZjLVhjCyynUccAbSrHrqPxniUKSsGXPJlqsYeg7NznRhVcao/R7z8x2AJF/pYCYTtKlV55MTwIpKFcoZzU7qt2ihq+jCmpL2aqh2Erdr5nnICp2Ml/3xMxOn4Rrqg7aIGZCSI0c2Bs8JgjxtDchyyiRlDFsj7E1nvcdq0HBDj3vu7xGRqwHD5ZE2IlB05pAJg0K2i33pweBpEcgw4fgmjypxQUwo5qIaci1s1w9VG4A8+6Bf0uXYkCQhLX8MwgiBXnzxA1M/U/dFDKc1ARi4SROJU185YNmSHnk8ksJhK7/iYOsjPuJzeqEKoXEslTIICavdfjV20qBgRc+z+0eMyHZVIs7RSoVvOEHeM0dWqRAjZjsc1DDsIViWYASMJM5Uhll7jtO4t2E/FmY0sy0E6/fcHNywk5xZLNJqz6q8rb4bZPT72naC9dXGsP+KVMvGqnDE7cJjycI4A16rs7rjr7r1v5ipjHOnux5DWrhtSb+NAKYrMcx2EAIj5vptkghcIInNvauFX2+tYjjjxslpIb0aq4H9SZuAQTGUd/CJ2SCNzqyfT1T4bqhlWyOjC0PnXIbjsU66x+9HIHGdMuukUvxVDZOqf6BF23Xbiq9hICmJBxqkTxHcv+xJ/bcabzspyVRKrKxWOTy/h3M97xY9BYrEsZLKpbfilpUyy55lWmaYtp1gPeh2uH1KQRBWKDhmp38/lnb8Nrt63hrOPMlE6PvrBoQjm9VLBMeP1wNyfDt2Fq4To1szwvbcZoSAEy0qFGVHuQyuhVsD+BbezQTKcmoYXep8TZzO2KE1AJgJJWSHqWV6DyvZixBJhFRxn4NOm1+vEvwlk3ovdKyQp060owDMuW0cWXiSf7Uv5eD8o35/M55XlQF7Zu8jQQWQKubTLoVAdELJb4xQqiDU/uy4FpZTxMLm8cFGO2xNywSUMzJABq1muHO16VdrlAoIKYlNdXFRoRDpjTd/7pLrIv28112LMLv1HmnSsqWk3SPdiEglgIeGJ/S6UzzW0NixOuODYbrMpMCd9sDWYLRVnTrZ0kQwJ+0EQrp0V8dIu+o9U1mhctDq/aAcj9HjtvidKES8RWp58Vhk16m4JcIjaroqptBwbJ17HExDze/6WFFFJWeWvV1PYBiSvSGcjnDIj4VSKEfaosetRaY9vXDETXohlPZrX1Uh5Pyrc1nDNpyKfjuFxVAAt0eWo1xAM4WTSAQ61I+KpSVz6f1HUbuOZxGGAi+Z6QyYL4FgJXvp17EsrrQpiYRyM8XTK0I12eZvtt2zk+SrgSbQNINNVVUiuKRQ0Id6zH+uUkkiZOAek3WySGnhFjpwlMcCaeniuaEeO7rOj+9rRBVHIahKp8JTHjCCdi1ZXanUCTu11DN5PKTd0IIAIEQgjJlC0r/37XRIz0qhDxIqnFMsqvFvVYtr1uokvA3N1oReekL1JQXF5BtxiVWcp7yzk3j2GqSbwj30eOQZUyeljdSj/020qs1xyB4jZdYwnUJwhrwdS49fOQ6pVJmYlCGUTbCNEi1FyVHZyQ57mMXI1i6aVV97HR1fAXxw+HUALMt7br2Qnz9Bn6U0Ua/kn0B4AEaSZUaO9Ox+AMbalEa0LW6zgr2R+qfGhzCRGLjs76kVBQRmVW10jhPn8dUlwmJgJaFKuzVWBong0MJjEcHCKE4jkMT2/xwhJLPVSZ7MLgcP3jpxOsWCmvtX8m1aNKJrNpSiBqAYF37zZ6YCyPbaORk+kkd0gmWoZw5AWY3qWSqJ1LV4YCUSuMPdoO4LyWDuTu6PrYm8u6t9ioeX1VtNjVh0ZGcneslN30Jcmr5V1C4E6TkE0KHj0zx+r1NbRQccm2OFp3wl0z3uGralv+k/Z2EwrV1NDLfio526WSvSTydtIISFbVogLJ+5M2MuCOHHscp8gPFeO86Hegy2cD+g4rJnyNIlW3h4hfquhhRUnCIjVZuMTJBpgvVvdmjtqb7tCqi6Nj9oO4uEFiIMBE8JtR8divcqXD0RaGddJIcObgLgGv4zUr9wTcoJw98rPNAjIU122ceQqNyQth3nHROTFH1U1FB7hUKEbmT4KlXnMJC4JJjWWaX8PJamwXRlDAHEa1Dw0sUxDFxyc4fIlhf8991Y/SmFQgtGXFKcTVIWB3ylxfx8B8Ktsr6g6j9+bA0/bD2zrk1hZNEH3BEOdjzFB+2X+NfC81oCaWO9z256a9espmm1jtFRCNCJAZy0mlNn9d2NIwzyo5rRN0XExa09poTrJDaPLGt8bgjgiulhvy2N6Ikj3h5qcBwPjMT7r68+ZK46o0U9iGtX/LlkDHEKNsdKuQhMEAYLc8oTKC4djm8KWxSD9tsmJGUMIxa+p1pfLmXZl1sW6Y+QCjjL2zufklGGT/VMuaCVXMmDcgRP/DJtdUZ2j/6KtiOqTxXLoiJrrfx6P0sp5W3VrHeOE8CtG5UL7bF2bckzJN1unqQrsQqzPnhO0NZB5boMLJRVjL/hCr7hnMOEH6trMJNR4EcIocICQhqgsKo0ngmEwqd6j6o/9Lq8ebtSihiWxBAyUJiLAOCoWGwJrunbh43axOKSQacDJ74ckEwncgpgSCw+D9xcDGGkMKSp83DrdRAXJMuTuG1xXFwyYp7a01KaeVY5fY2qBWAyq8I7SjGtgLCiPJhbbWG8fJQDUp1XDgauLcjYCYrOPDEpEFZwljVS3AlApgIlnEeGlJQrKV+Z/diQCLlwBiXD6a/njm7mxCqHBe1hE1YVg0C4Dv22+rs1jG5NYPE6nmlTrsm+Yk1iJrYF7e0RNbgIkum4mtP3ry6oNG9SEjcrJKrR8I3h/d+js2Oaw90Gu/ZHU+jMzYXj9wPFUlxWudNdT9rJcLBHiVmunasbhwiF+P6iG1KmA4bnxSJl7WzAVz55ccduY0WZR0Vb7bGmJfny0TDWR1DzrExBJfCCmvFYTiNUVsBbsr/wn+wuBMLivExRPXALx2RH0712MfqtFBY96nFO+IH5EjD19/QmsDegPaVRul3hu8cJJPvbPG2q0umMd6lnUtr/OkUxwlzNWWkc1/UPZ/UeEw+muH86ykjEzWrkt5AilAxV1dBz/GbaC3MaqjiqxRcSvne6AcLlz8ZP0HL0AkBg23HWVMKCSYipD00H04HPOldytHjMVxXldP9j1Uz9ZJOu0jhJMHMoyHQBMmTRtEJJYw236LdXGILHu+8gTVEfkGn/AJlJJslWA9eJ+2vTeQEdlU5WVCv0uC2+W4tsSyCMFO1tU+TmjyJRLnAPymGEUQ/24x1pYrnS3L1n+ssIoJV0JGn2jXyUVNXBmhf815lCaeCIMTa2wh/LQmyc9qLDSdnGFu3OELYXbix7Li0BQzc5N1XTK7jVUcxvRQO7+FpcSzHjGJ5FWSIlLJhKqyvAz91mm8GhlEZrAIsm2QUVt5JOF0OIoQHVft9iptH2IpnLRJ+txEydxDYon0L5VMYXVB/nqhNao6dtT0IwOjpM2RzmNH7lMwkmMb8eCYQ5dXuhE4QC+gCwK17Mn0lv7HGOHlvnQ60HrrrB84Y0uMdYpzT7+nI461bb1OPIuD54dUzUiRCjmmy11SeIK+3zyVY4t/oLJIINiSAOCWAgHo4RgisOzRGvqAPhtg1+i+jSyYBdYE25CkQPIbeaIe1KZqoBVP2/xS5jd/7zgGJGAB4vBt8861ggJNWNntZb721xMMwuihuj/q65zmLonQJSZui5kM1YwnQsRarqubkIHGmQtIO1dU6xRNIxuGlyhn63nT4zzCBJ/9/RbC3zLKlKm6/1ag2ojCNEjnntdi+FwaDtMCAP4WE5SjfG9JHlIJV7WGbhaNALqdZPrqTmf6IY9DluKKTIoVKcqckB+m0H29Pmu2bNDgkDVQNHOpxRCK4WnXmWldX8c51Ayx2mZKLs5wpbKBxXLszhHofylfU6DuVyms7hBQYOP0WFk0gk/e79eqy1LVwK5hfaOdGjACKOdYWPc4Mjnd5oCspWkdq4pjDDGRNRVzx1X6UsqEUJvy+xFomkOz2GIEuvoTw5OmU0PjqfCuVxdKcj96yQ4uBXozcjDOnHhnrkTA0zZ7Yz4UTP43l7WsVL1qyPB6ZvJ8DjDaw79RTM491llcsyd+xshIhzxfQBAE4U9nPr0Dv9MfNqOXlymL19FTpkwLS9ojxMLJQe5Xhulx7AxVmyL2nLF4DjOjxuLvMVPSCQKZOvnqvd6qTEqETbsoX7AJViKlEOzg+LKnd5qNb+mT3ndZ3R0ZXcu1rVlXMlq7RCzahWPP0doJBbn5KDgGBHqQJSOV+3OWlk3CDpZgCJMFI82hIczA+moonQw/tuOM7WsSyyOnW3BB8ZNJZy6eWYrxjuWDfv11MsttStLRHy/pLaEmYSxB4+wAijC3vBaPdDJMBTyHvDItWZJLw8oyEeQZ9VGAJHulzc+TNqKeamFb8jhFZ8SrCrHG/3xFzV6l9638WE6BiZ/rlnpc/DlpYG3lJPL69I34PEe+wlbwvOXheBKQVYBgvFo2CBYS1DOgbj+QpSGqweVeEO/7nb8Ne+kdQWNCn4kxeHvD2kUB5k0uXxQYNlcyXmfdRxsOam68Yg7q9pSdFeQBJjzp6M5OaOepsIZZkNdWpOKt60EnNZn7qXZFkJj5lCNF1MS2FaGwUF+VKgoJWGwcjoUV27JNYZtQhX21OIqUCBL+0A6dlzW6+lCXMGiWDOMfi2czb1O48iM6EACGfLZbDjCihO3omat0ooNX0eWD3fWgkbJNTYbKwJC6hYkNHhSWaIV+vpKfo1hVVDXVbQtqGjP4vyEAujfshWUwG5Cf1WC4sx2/E3UxMzFOQeHZbSTBub7Xlst0x5lzqB/+uMNbostOog4Hl7mhhVDi48RT9OJA/XgpkkZQe/vcX6ZeciXI1AtrcvtIhqJmNP9SQrk3dpuGRF3ce/x4bJg4GGARgqBBun5xbWJ4sYdpy71xjstEdYXamPq/MY67nqJJWUujktM9h68aa1VnyqOoOLiXCdyGQTBO2Kd8FNr6oVQARWyB3rZJvaQKuWWnYLiRmvGGZVdWh2r5I4TSlJIGl1s4Cg3c2GzmFBXMaRUjR0tb2056f+3xLJrW69VTFM1xpfRQJzCwotME+KVft/7N/3LDr9TxYo++6PwQkrkBE0SPw7kNPCfkqjmE13v0+3C8rzwUYd5CWMzsMH2vpVAmDNwC/LHSHsJpka8OIdBZmFY/7fAKYMcoedPLCerjHFaAytO8r8XLsW0tVpkD9yfvMB0uTFMUhtkSrpsU+XOnwliUBA2kRoK90/XVHrjifIltWGN0CO+uxmitKFk3jaOv+z6z8cO07ZCg6LNAleVn07oyfVgXDX+M3culFvjpqR99J82kTnaCqUjy5RnUOmPM1hYxh+IV0MDfwhEtDmTgGS1TqZ8NjYMpBuZC1XxBST8/v8K6+cU8zL/vaWyAEkgA6nQOAzANWZfoROYjVoq0PnPwavZEXpS/oZtW8UZLge3XbtHfCoq5QXW1cpa/tFsR/6ZQ1phzMLYNkLnMPPaUYPDWYiv105CU6wBtOupGM+RTKy10S/8VRlNsJAAlR0PPQDubW0FLRixQjSDyHUGjmXnwMS1xAYIkHCUQq26ekeEuXpoL75biSS3zuuhFLDjcZKmuU2nhp9CYFWXLdHa4Orbtn/Cp2YtDttrC5HN9B/cp4LQNy1iGevUYKWFSiZTNMlThvEDRxp4wyFx04zqv6b1dt6cmVGxruRWotpygqGFDilfu4Y/bZ+1GA6qxiRp9qjiIMPrQy5V9v1e2NoODnRBm5bUMauEdz8ZoHfVgBDpGkzlMIgh3b/z9e624UZDcUQDVeCHKdFZw5h4ANhBe8zKNCFaaeZzOHvKydLhxGGxMpcFenDgk5p5TZqu6ZEw5gtiaFjjjYpr18EUDWSuK6llcfq/9NTfUiqPDpzu/90r0xFsvZUkkrJNzjfjhlb4SsQ/IZq+m7uXJQfhGDfzAG+ELtc7cvSU7gJpCE08qvaO+dciesaVPHwDgRnittIF5WgPpmvkGWBvxxT53XLzD4sadJ7MnCDnZgI5uWaaoUNzqDvbZQst+hmSvLS2y9j9NrqXU+5A+o7iPoEGh6dM/+k/7cTyZ0ZXTOOZWGG+AZVQiv4SnGOdNTHnde6cm7VeYrjWFTj0lceeW0rut65oZSSC/FzAai6LkkRBrgT4CeqFywb3Yc1XZNeCHiq816EkLRUosoVIQQjJe9QMihZBYRdJb5pIVIuPAIxjaC9zV6BDJ1F3nkZz77YF0tucTeH1Gvqr6oVUp4aah5hwnx5HLcljpnYjpRx3vkqi5nZbpLFAnHXoBoLnmtbCKyCh7tCX0IAmYeIT48Ta63SWapih131Q2tMIqhW0r5IvF/2UXYWwNHhEzpmyE2Yem1Jxipz+p4CRZq3ZyNnnWuAJVwyCydYmAzCMBYjIUAKl5hbjRg+pBRKESxFZO9SN02QCp19rHQkUIbqMbGAiqgikFhunIf7z0WIVKQtRmyYVNwiZrlIBIZciesKHFOSoojjjZWUKs5S/87NH6KtOh1pTktNCEVibhnHEsuJ6fWfntjqv3tF1WaF2+2PTLhNJWeOSEoRkWBUo596aUCEU280WYx+q4XFcsh10BMQSzE14Z9Y64bK6RjB6TgLrTqQ1VsZQjKg8/QUnBl6YmUeKrmcTxkr5PYgEaRKs5QrUQZrIhYc8BM56J8bx7LaddoJ4c+A/rn9tMfGMZFYVQWkIICUcHhkhdAB4IL/3vPXQfuAifEh//eRTkFKxhEGdBeDA0OGNvSyW8CNqw3pHrmOhfhcREF6ZPYo98o1fmwnwJgGXPGoaCUYbxG4oc03TFYlj9UWtZx6JHT5hITyyeBgMEIbyQYnijRVq+PpT0UXnEAqbYpnGRaZ8E31j5QgoIuxyKoTEuKVGSw3FGshwEtkde7CnZGyoGK2RBhqW0rsBYuRcmhOuQVcPW4SONGuGK6kLblqTgnoa/Wc/Ly8HmENsBBLIIzgkNrc+RhzIW2YlzQ9Z9VDy2yY/wYA6YVDPjQ9KBfJ8zQCrlnNIoHs2A5Mp9hQMf7ymUAzWwrxZCdkO7ZbxXKUj327ThouQ26qewYEMmyJFCC0u+U62Re5HqbWaeVu61aDviftnP/d93bcR497AikUAudt7ma/kpPFgzgCVjl9SDdBR9k78SRt+hsOaUWet2Zk3CBZG0PlaX2NrD/jPCHnJfJfWF+ukNKWW1N/N9cVdM3eTphFOJH4sa+AAVhvqviU2fLW6PsQCGFwxUIRJEy2qqu2dv997pxiQpzlGUqX9keePC3zOf/vYg3C2hwqJYKlrXyv4tPU0qFuda/35N10Mar6K+C0zLdIjAXKlp+sb+XkSU9LK7Cdsr8IJNCyrIQ4MqKed01+KYJE9DmZ4qDswcVlqgbRZlyDd0gE2w4FVlqBZMXYtH5dYEGqdYV+6MFQTIYQFCdGyLkufbItAmDlUXpuCJsERkjQ/ZJ9EUcLe1RsVsXTagtkXNBfjbqbTWerTJH1mQDD6uPrA6/ESl/APcZav9y6g/dFLIq1Qk1tXFRcFDHjwyyYXlJqLbS4SaYrY8wl50jYai6VnIKfy7QRlbUCzpvkVw89SldqkpZiSIttBQAWB0tT7MBqKhAEJP00EP4+H69RrmhBZMBp50QbrHZ6iQFmsZaR1lawGk8HgcEVxYK/jCSQdyV3DKtcfKZdDJWV7JlVwE/LxqPnAMAwQT68Yo1ycfnBmz2dimLShWB2YnlkDGydxmm2MlZ3rlVN2FpdofpQblNpmow0102oPadK/eTz9hxXusSdGNb0fsCgIk2eI77ul1t54L+UAKvHYCxUlYmDBLaW76eccHGcGIO2jbCrCFySOmxFIrB1B9s1EFC2p4xAsFy7KP69fQ0mgnML6jyqbGkDKXARPDWwwB4Z7DVBpGeUWfUUWXV9DZ3h4T0x4ZZZ66fwVvfziVmkkEycWBOpY3347Jeww16JkArZ8j96NxOz2yJ1uygXfC9RvBlTyrIHpiaJl0LKFaHyCiJBJhQK8pSj9mTP4wPgWKdaL2bdt5QMLagxjcmq7w7c5To1MrLDZnsZIH1AramCclEW1SgCtGl2oXGW+KpzAVZiBxUdbpJjlrsPREGNItMxayGEIFH1xkGjMtcIS8liACz0wtnA3TwhLYiPEZs8ycU6JnEhMeuXlY4R6dfMTOCt4dYg7/smkBBDsa+gvGNMp4xAcqJ4yPfoi7tlPn/M2/ddZI1irt5vw3tLMA9jy5UxQ8RBSpMBO2zRk3zspHp/dVadZwYmTij9ldfosoz7Z5qQBiQyCCMZzZ9r5HHNOD3WAS2eGSAMv0zRS8dXnWd8bNAXivNzh1g7tyfyPi+sw6PU9Gqk9hj6uP18TI1r4pRmqCYlF1Q3UHAVjz+Xt4jNjCvdY4CGAsCYk+D9zsvBdX2AplPt7LX0f0ZYFEJcJ4R4RAjhCiFOr7n3TiHEHiHEE0KIy0PXdwghHtL3PiFqV8Ii1D7xqA8LXNcWXH55Rr12UlYNqpYgORM1HXW6OQZiqvx0H5jx9QQaYkUDjknSriIdU+cdqm+qY5qccWgv+bhJSqgD8ELnSYTrUJxIkLGqXFc+i/HsVOTpq+YCi5KnnZ2pKJ/0mQPL697TsqKAOxsIi+Wxy2gkdNkDaaCGoUGBI8+OBwH0jyZH1CYLTGZdHssNYxIjVq51bdKm96nNPGeuwEapDggvvqR937P9UskQ+umg20G2T22klbogcfWEq80Xn7cv5YXLH6wrUQlFsgkfSS7o8bFEN7UkKTJXVW4QMcfB0kA1EohrlMMWN9hg93UHFov2RHCoXlgoct7Nt3BgxABXISx6KFWtGj3Q0afZQxP/jpYHaNHL08LxlRk79txH82w/ijZm63N+WVRIZKssOxm1FJ3oSrB5PhEuigQeGVQHUVcqYCZzJ3dy5UIBf9yqwfpxq+2UdMoMCQxF1JDwaVtZAbwVujJ/kKK9wGhWjfvBiouoyRFXNaNxdmEL3+sPB+MrkQzJgyrGAShdPuBf9/ql1rqkpWr6M9qL0Tp7Hiw7Os9TFZuyEfOf9+ik0xbEIQjY8Pi/+oAq5r6LIfREt20xqhObe1SJRV0xc6bWnsug76udXua7tDuVVMDgYx3C19wa1qqAVREiik4p4bTMt4N+bHIoOQvBzXBBoFSM7mUSwTd3q73Hc4vqPW0WXGixTpId3xYUFoLjx9fyuOJ9cN0siRBYi5UJxV2PDXNT3xsASVWatLlZCii36X/tf26kDffFVyNMBfJhudGZHnMCFlW115MgFlsRgj8YCzECoaIZfbwLCZk5JfjGMXm3/Somy8dZIElsSlltDpcDFO2tRUmbm2VVtUo5ZjMto+O4P7McIUwK2nW2o32GtpkQuIFQcZnhJl3c8nEEElOoXrVYJ7k49/d+upWvdFyg85ipDkzmbbrnpll3/CCutHFKzWOmPGovqzKGkFw0+AsS1VB+0NB6kcCWMEPcIJ/ryRMjSODZlR1BpzS1Tu9hujLKbWwkefwgSLi8qpjvPrcNJIzt7YksLqOq9o98RSlfJ0PIfbuKQSykYXUggLHsQcCgffoppnSsqEDi6LYOTc5x5cofEqvJ8eYrGbRVwa9XC7V//BIzdC0BWtCy7JLHawJgJYO1bErBXAqdT074OTgBEho9+oDsw4z7fueRtlTdKrg5qnt+pN4bX89Cb8kXVGN2kXgojOPWZL2ydX5OjZurFXWGUy+0PVFjLEu2qTKJvPrXwWS9PeCnDnD70vzrhWr8psyAXZwSOcZtiTx0NoC/V4a7JSRkM0XCH7k6r/a53t5JjuXVeujNzvlMsgS2Zr7jnxOVomfphH0d99PlRr+lgeFbsGbI+iEDHsUrM8i0RXtNKPlkuUw+nJLLbEcgKbiVyC654cF3kSROWqMPz2W12koI1hIozOOlqCeP9922lsMCoARsZKmFMN0y9nX/yQpWZO5srXj9ERhWD7mhUZKuyTB7fB4JoDOj8pl2zk0r/UyHOtM9z3+vaK37ZMEJ+Jd3T0wBsGCN0yWDcfexnfU3MUzJ5JMtfncTeRUy0ZUOUN3D5DezAXueqtoq/pxAGFk//yTbQ+O2LBEVijPJQt1b8rP7fKUVgKEBKvO7ipG6PXo4r1zFq5PnMTTjYDTSIgIPiI1+n1rsdiSCgxU1qDOh1EYlkeCX1rnkmfavjceO+88qkkxOREMu1lX36/a5tNlRZSFAyVnAriawnRh75AAX/ez3ATh4+MfqDHHKJFwVilONCV8Bl6rhk0ercxRJIitzWItmzGxO/2eEReBh4FrgF+GLQogNwAuBjcAVwCeF8L/sp4DXAav1/69giSRw/RgfgEICOuZnVbJg1/Fd1GY6bwwe0nMjkbjIr0UaSuv+rBa1eV/V3thidv6M4BadN2i8Mh7RVo5W1AdeyGS5vLo1on/rrcyQKo4FqRc00wvw1IAqlZbhJxQ5sspz5xbIVrSQ5QTa12RbkGg0N7odZHMXpYYkoRpy8wIwdELpu0ZU20b7/5ruVbORMo5j4ZggpMmV/R9hSCrf8nXHDwKQHdsWekXQn1VOL2bSxUVSmjoDgIW09ueXEtMuKYwOO80f26/kisqHG7e7QayilzrjztaQZSc0nObUfv9yyBWc9HRgMXDLKubDxvRToRgYfh1pKcnPzlHICfKzwxGtVLeTjWzfZWfW31RdAkGjdWAagI6pJwlT7f5bdUrETEHrQsBc9c5M+GUt6bDSCVwXHlmfo6MSMIkAcrqNRzUgxegyg76jc5zsAOFqDEtXabLNUOyXM7+anJPxv5uy1KpvNFta4FvuOfod6l2bux5V7mS6A1O2RFgDHLntIr8Op+7Y0e0T0FaD9q8ONWdRIdotLcOQFmVtUZBxA6OiAJ1ieqM2ykVkRm20nxx6YfBO/e+8i++uRNwkVp1nfr4NAaworY5obi8o1Lf//uEg7qijqoTM0ligPa9issztotQuibsxELDbXhepw0rt1Gu+nryxy5ym/rXiLieK+zlz78MNyqpcdz0aKMkwu5iz0tH8fZUcVtpBVIoRFYWBQWnmNADuDgGndrgWjhkGIYFPDd5Ai/VvOMLiaOEpHpErAL1vCYlbc1C7tkEjMIo6FYkU/vzPzx3SZRoo+YA/Lr++7jpAf6hWzxVRvSlkfbfVnn7CtkhVy+TcDDlXIUyfXSxRETZFJ6oUqCWVrkmRE+raoI+cC4Nd+9T7QtPmwuRP/L+/LXYz6HbWrYr2ohImZaVe4QUQE9HvdrOj9lDDcEE77t2fexjDCxOom1oCK7mLe+4JhPpCpp25E7WCT0Dd4w/QUT7BeKwF4Tr+u2PlgPGrlhORdyVOqHOgeEK5cdrSQEqLh3tuidQtUQzXu8anOSJ1/scQemEs4+uT2dn7AAuTE3RFYsLBqNS7o3qW3SeGghEechXA2uxcJ13j94X2N/zN9ztdF/iT3U9N70YFtdKUYt47KyoGMOiLJ7i6VB1PTAdhpAOvjKSaMB2GjjkXkoMaiMpD2m4pVhhwuvxavf8+0q3CZm7eoS0vzfTpIU1hvMbiOpcKUkN0F3O4UlLM61ARDSP8iWUv9ct/u+tC0tpKNtg9Qzg2P1EukaxMkEqVmUtMcpH8IYMZJXQ9OaAUNx8ZeakvxJ9ZGQEd7pGTFTyom2o1GXi+NIi5B8mz+DY9OixHjWy07xus0dB4qDG2NfaCR7HqjGIHaqxlLoIVKN7gpcUv+HatsXz0Hbu8HL4y0DMcrTbYu3U7vuJciB/jAcRr3pu0KrQ7Ka5a8UPdL1XwOa3fJVttxXTVixbMNAOj4XWj6s+mA2v+jFBrv3XqSYWuCsw+cQlSOBgIKpo/7rOi6bfyywsY1hoMqTAqvIT0eSSmq0S/fbNhb4goRbE1pB8C5Y2QCLu4GmAZ0VRX7bnZ0PPq347JR4lj8ZIZT/hVI2MkgoJhLucvV746aF+14Fc/EWuNtNXGoGxUcfNxPPdrR8KMTGsX5+BbjsWW61Arde1oaj8SwVDi/rox8MrkLLUPzR9P8ZGxibpSjqxSLLsUdfqyD7zYmw8ukzKr4uCNQEFRLQZCYj0YW5O1v0T6PyMsSikfk1I+0eDW84AvSynLUsr9wB5glxCiD8hLKe+QCnnmX4Grl/q+VElZjMpJdViXYoLVo4f9HFV3uBuQCCppdbDGepXf8t/K10bb3a4tAAJA0GY12AiAlWXBtko59FySdeUKt7GRshvkyjEQzNqTgMSVLs+qKIYsPzcTfisIyT0haG+AfX3RyXDVQqBOu3/yp5F7m9PfQyIwnBTV1UprZpvKErhGx5M4y7NIpO/rXEvhngqRZu8epa1xpYFrtZHPBBD1+n/+M+OJNkDw3Wc7tJTUBnbfxI9ZEHEkwo+BU08Hm2cxBLkPIHMx0sVRVlVsYiXFpD4hl/F8+aVIQ+etFKKBG1BiRFC7iNYfnyBVUTmbTn/wdv2+6Hc13TiOTlrtBUkjHQY5TKvrcLjwpP+ELQN1borA+ugx5R8f+l0ATopWdV0jKbqk8WxrQ5ffhWUEIAoeeeEHXuxi1S7y8NRtoaStkA7liDRNuLC6kW+dGe1z2OX0p0e/6l2llIGhI4/yJ1NTfi6h0iMKbTJZqWGQMza3upt8i5QQGTrEBGU7kOwkYDo6jk/E/ZFfIIcQgurcBX7BWre8+zW8umXP8/2jn4m6gkTeoChfg/or3SRtxjZ8T9SkqawZ+nAaqNoYjo3MBQm843RhyyqxUFMeN5cznLgTqYXGo0caMc2S/LGzqWNRQszahgnl3uS46tqMoyzgM/rbdYydzh3uBrIyiNdrtN1bkXFQJc1k1BK0TFvHYimbRCnKOOfMMbJyFiu2CsfQAA/abadldk1du0sxpWpaKKp7rs8qSXrHd/gNTRrq4P7Q8Ot41+o3AlDUCbontSV3trqAKaMKtt7RCUDwavkp/1rZrSC0RVfqZOX2w72hp6LrM+XkePSRC/zfdq3VenZr5PesIYnr+Zxzay1R8JrpWaxqjrxbIOM2AMhyU3XXAKrr1CG/UuwLWhpCx30Df0fCAwkSXj+ifQn/GnF6Gr6nlvqdNp9xepmMzoXvOpfz8vJNAKSeug2Any3/Jkk8sCKJEXJ3nybHQnyeUigxdTWRZbe9FqsUgNq8gH8HoEWjp54+FyQv92ZPT6EUWbeeRQtAFoJZLgVMORKkya3DUXRbL2xibbXCYS0sqv1E5xL0lYJqNeTGvs7Ww09F6hCOExLwoKUK/cdvo5YSwnMpD8eURemn7YpHcA0VU/8JfpfOiYcotet2CMHanBrPzY98BkKr2TFClt3QFH1Crz8hhY9oXEtr2vb6VoJMxfZzEgL8qf1S1o8/7J9No601rRbgNEjpIpBkxrZGJt1cKuN/s3w1hS1tZA1AU8FMcbKohP37c+uxtFWz051GGMH8W350L4b0spRKNvIw61JKIaKU34Ifd5ztlx9yO6gu/zhSwntGA0En/D36c8exMLHnAzd3hMFF/DerZ4Ox6+G4/7dtmMRFtP8CiTC7yTbyovWHT59t0iV//Cy6T97NiK1cm93CBAe95SmDfd8bygU3/A2CAa6EkFGrNfvUg4VnM1o6gpuJXl+WPxr5fW7/HUy0pbhTI3bP5A1O9ln0OJ7iVSscMgGqaFlv2w/1fJftqHyf9lwPE3mNB67Hp6P1ZERQMExJPPsc3jMu6CpH52aspJQrBxdCAqae2Em33vXxQJ9yofSi66TVgjACt9+sqN9rvVoSoRQRplPGKrfRFjrzE+i80aVw6Ff9CZoZVym6hNnN1dv+lhOXbgu9TLAvcQzZGcz3VHGUj9rXYWLSySjCVEo6O9Q2z7IupaA7toex0ZUNlHBBi+aPZsi5gd23I3QGHcr10D2rjBOPLDdYqb1BHnZXqFfF9JktwS7HuOvu57Fn/qnQ66J9Pi4Vn5wXUbfnU9H/GWFxERoAwnboI/ragP679vqSqH1CTeYdMhCiQno9ZMrEDbkppNaUieds2plEJGapJrcAREBbwqfgwYNbKJWjTNCgjoOyUrsRy+PENHJfuAGe37YA5iUcOnEb8eo8+YWolS6seDewIWEw2hK8v6U8EylfsSu4wiE9qawU5+X/KbhpGQjXoJB/FgAD9DBbnULmYoDBQwxTO+EE0JGawkxs9jWgjo758XKEmTWuKbu6f4XpRCfo4eXBlJ6oHOPISCx4ASCTytf+c/aV6reI3MZuUwxelxMVDJ7HNyK//yX24lD+oaCOfDWJ60bNVAnbIac1gsJ1sZwSw6bS+kxoN4IV+79LKT4XaYsBZCY2YEmYqJxA5mMU7DkfbVTpEaTKv2WkmWhVDMQNe3Zw9/ooA697T5uXs1PA+nZlVXRDH18Adkmh6noxAVU32EQ7a5QXnZtnMTA40tlcy1SyZ6NaKQlrK1ViZS0c6rl16MReVj4YWFh/0H4rNpbvzoUQbMk/zNH2QPMVJsNaxtCkik0o60MhJQX5ohr7vkM/iJSfMJRYMrPlfuaqk9w3YjBwcpz5xBR22UQK6HGmQ+0ONu5gvEwMs/G2NzTf6ZfyyCILSKRb9a3QUgjy1mikbE86pLeUgiNrXcq/+goAWzVqYS2tKK6IvE4iuX1T3gdZscY3U+7Z2PBZj17/hb/kwd2b6q5f9shdDUpLcn0lNjz++bpchBkWIkYHU1urDH1x9b5HENoK9dWt4Tii8LeVxEpdzHa+iUolxbucV9W14MGpnwNwb8GzftSfoH0nlUvXJh7yr+1d2A+GoHVwASyDR9oGoBqjY+GpmqdVfTEZZ2qq+XEQxL8qLdaMKflkXml5txUDS27K8QSTKisP3NJQWh+pNvYmAXymOmEEe0wCiaXjVpOU2LDvVryKO7QrfpjGW7zkzpDWx01lVtVrLswBE9pyETTOwGCjVk5mERyOn4jcOy5bOdmdIO7FLAmJ65rMV5QS1WPwh7MTHKObfR3ROVxOZoljYZUCZN7TULGCFz6hyoaHqhkwaKYnGBe7FDDE7a7H4AXrql60CSrN2TFlARL1LJIhbQ6hFHZX8a3I02ElTNgaKKSKWfQ8BVrLs5F9xK0Kvsomktp1VroG967RAGGGEmp+uOIFfvlnD37bb0uYjnYVcTMx4pVZUqHp+o+ZRRg5va9t6ny8aZE73Q1kKnMcyYZck0PtdzDI1XgHmUkl9AoMbnYuphntLwaui2Mh5cVo6VCknHQyXOjeqn9pQR5JbbhBmGy7XjCWRjfFUo7TiyEXd2n4c+r0C+5kpz2CPbst9FT9mXMTHwzamq5RdPpPmWxwYghpkw0LdwK65UlO5g4AMHDkx1w8fjrJ8hTdzhiDHKTwkz9BIlheDkJ8HlqvUTA1tsCQXZ/a4ntnnWhkzAegKlMUzNXIuLGo86AQcCxTpaDP0ZvEB0lvPcamisXnj53ETBg1a8NLMC+4bWMQ2NJR7sfxA3cl8dwLEQJirsSQLqJaodM6yNb0t9mYTWqrYNCbzNxK5u3WSNuslJpXXWXPyhu0Yz6d9V6lMgoKAzMe5NJMSAsztipS32YeAOBZfAdQOR/zcweJFdX57a3rvAbcWjZVBikpFbVydjzqqdMxMakMJ1Yfh1J9fGHkBZHvo+2d2FoJvuGxz/OwXElCxlnD4yBMRgay3D6s0NtPhro/Pr4MgeTo0fW6LlHHA0P9sRILGTYe7FqFHFuPtJXisdaryMkEymQreSauE+cwgQI7U+zCsPr9l9whFb9wTmwfT4f+V4VFIcSPhBAPN/j/8xZ7rME1ucj1Zu9+nRDiHiHEPapSSTJpkdUxMa4lWe6EJlvaYm5seaQVMW3ZSW/5N8rpHSjf0ODIMZMq39Xmhz+NK02k27g5htlJl85f0xKbBQTpcon7+39Ej7fJSTBj6zi48Cgdk4/U1SFq/45FP2X44P1T57UUJpLMJSfJ0ThOM04MOz7M3v4F3rjuXRRFtx6Xekj12r68qPXfI4xm+7SG+RW+tzsAMcos3/8VVu7/jr4S1TSVJhO4GrHKXaUWi71SbbYLJPAgrJMRf2xlqfsqV9GMemYXKNHi/17z1H8E7Xct3OIxXnnrd4m5jaYUdI4/iKU32sceuQApoG/0nhBqqRtqU7AVypjBj459wRfeLphzcQ2Yn7uI2ZTayGzLAiTTOcVwbm49QXUuYIsqTvAdzz9PJcW+P7eOYAYIHv78Glpm9mE08Ma5QedZbB1WTGEsdWp/dVMLe78a/yFlHev5QfuldeV23PfXXPcfgTPAQ2nFuCdmpn1NoWm4jMRLuBrB9eZ4kBPOSp3N9kNKAO6ftJFI0lLQN7PA6Y8+gOmUNWhPdB29QKPknbdygmLfMVzDobpg0WFKhpwogp6hrYYLP/lA8F4p/PyWAF8oK8boxZV3B2NQCuV1kvBIOdDkeik1kiHNZmeNYam1T8IxxTzv5E5qKeHP/WjfpvKWAm3Td8+whjDLLZjVTF0dAPmFGdpj9cxXtlKic64YUj3pdg2WON5aZAcBOuJw3tZadQW7D2DNTkZat+LoXs4q/y0AT8bOq3vfUzP3+jm+7MQwhYVWvuheWlfOi6n+/prP+deexX+pPwa92FmJUeN+ZWlG9uwRZb344u4O2kWB81OPRsrV77giovjomHnUv15LCwaw7CysEDM7Mh/sG6v2fQMBEfRdCBRVhpHnRMh1vBE9mV6uT6+QYCddpIC/ql6H4dRbKH81PM/8bDtOa5yzxx0lyLiCtxxTuRlre1I68RwAxrVHiAD2J9X8lcBazYjYMQOcQFhzXZOJ4uEIM7er84D/XHjM3FhjaxfA6z//Wf9vCVTnm5e9gy0kWl5Xd93R6YLczsAqNe00Pk/39wjiGsCjGQew4pH9AKyaPYgRC5jRNAnMRLAn7i/XeCNoxixdVilWDCRVS52vfyufjSVd3vDzb3L8yEb29MeIL/QqCMW+DkrxofqGhD5WbyLGLVvHQUDfiV/64EvSEhR9rKFA3Knt2hf3fZSWyiFqSYQeeLRzpf9s++HACjwTy5MoRvsaS+3GHlHn7WEZbbsbaviUEYxfVPALyqwwlPLTW8Uy1A9jkfjitc5jDa97cZiN3iX6bEzDobKtHZDYs0qR72YAIXj3qj9oWKfm2lRZw/YH+Bq5lXXbJznn9LR/xsfseeKUkfqC6ZQJ78iWUHYlWVxG28QW//poVwIQGLJMunCClY5F7Zecy0QVCE41GVGieZk77Jphu3tbS+T3A+ZRtlvKfhKnSkqfT9vLZZUVxKgfd4lgVptSryx/iDULG/03D9iOEjLAP6vMwhxCSM7Jfw7zij/164mPHtPlDJ6auSzSxYrR2OsCYDKhrYSVGV7shYeE2xc6Bjxh10TlboxhU45L0gceJ2aXIs8NWIGyVACGcH0wNlmozcupKJx+JvzsjKV4gcM6XEcWAnfRnE79Eo+ZFLe0s7zvOHNpGNKxBq40CaO8AvScvCfyDsOVzB9rzJebC6qtTmkGt9zLwt63ApAyK1j6LK24Gyk46hzwv5dQSBefudzAkKaP2g6w0VSKww5RnxN6MfpfFRallJdIKTc1+P+3FnnsCBDeuQaBY/r6YIPrzd79aSnl6VJKHzwnrpm+EydG6Lr4F1xS3RJ5phJKMFy1EwygBrklm6CQTJE5vAcn5ANmJpQVoGv8Ae7kNADsFco1BaDF/K5fdvMjagG9cetncWMlNh3bR8UqIcmitmaJVfih13hchErKqckNCRHfdHbXHeaBYR8csyaXQw2VM7tVWxMjfPvK91MRFoMnA60+EmYSUWb1WLuguqDG7yrxHQKhWXL+k/dxza9+RjwUfGNUVDC75RRYefD7dW143/gEbtVk790DSASyJejfycLBoN+GYLmrJv6mw0qrvepXt3LEGaEZtRWimpxUaZzvu7tC/XNJOFXylXoQB4iOaseJ8/S14KDd0BsI8517rkEasPnwGJXuOEVnjpJUwrOFxBWSf5h4PgPZATYe3Ucs2xp51+ntRxm7/BPMacZoNBv0Pab96aW2LJZLWYSG1R+aGGd3NNxX9VWv8HhOCaD5mJrTu2dPa9hXSwME7HisjRPHSvywqOJ/vuhcEikX1sjX0uZD0WUYPuafNJdRiQV3ri2r75AvhtkJGBoNJ6YNvzcodVmxyDptFRYCWs36wzCnLfLu7FGO54MceC4OB1NqY/1hdTsAU+TxgDw6jx7Ay9nWOjvpH95WtcBZ+TsAeNaxn/nv+aNVf6gbOE7PYy8nNt9L3LVxU/WC3IHeKApkmDkXCB4tOnzHOZN5rWyaKp8kVuqIBNTXUmJXV921ntnoe8z4OoQweMvFvxOMtBRMLgtco1/BZ3BDiKYA6a4KSbfECTq0sBR1QTvSBSdKByAZfGnLrbcDeeQCh9qU0CZdk+1PauCX1cGB6bgW5YRBcljNV8PsAFwszfCUEgZCQO+6uXDV/p7XPfarhu8eGL+Dltn9dc84GhCCs2/kaCXMREdn+BOMcKzlSe5kPbWUSl7GV50LmnUbgIOpAVxRj1YM8HeOSrnRbkUBHd539vs4eXQF9rrWyHNXTpf5nZVHGR4ejpR3CkpAuJ0AJ65qVLkqrsb8PaT47AptcXJtv4/H4120LxQRAn4+/BUkVqT74dkn6gNifEqWy/xqRN0/a/AOihPRfXXzdDC+FVKIkMeHW1JrcjyuGTpt5fDipwSSRKmbt1Vfh0EBaeeZyKuUMXZuR8NxBdjy0EMIkeGBBy5naOEJhNWn64NURyAwe8CL1YLFeEsblX0/BSTmggJqaSvNcPMOQdvMZKR+x7XIlQokFgYY+ekniOdWgRAkio3jSAESLQk8GShicVwEpy9vnvDNtPN2J5s2Of7+IYBYjSBWEhJ7VvV17v6f+9enO97AwrxSbBycD84v4a3hmnpkSGwVQvghFMvsqBC3SkcS7bCOkBBBnxzNr0gEp8kvA5Kp3j+uO0DOr/6Ud/O+pv3XDYjsmQD7zr0Jt0fnYdVgNFKzLEeTyvpZidWPayJxNQAzyTH+LX8lCWOGOCbZVW/inFef5Zdb3/6LsBoYCOfjDup1nCweHkQjKykSWopVHs0PIFyLisZgCNdRiM3VP9eAZvMxjsrQ/BLQOhvmg1StV5Q/jBSCeK4xSq1Hj0llHJEGFByb5y4sLFqeFbv9P41qKXTDiCgEJmJt+mr0m1lU+dzKOA/LYSxONDRjFM5ufo4AFJOCeCqqlCwVszwuou76SUcZZQCSOl2NT7pZXeMP0Yhubr0Fw8fjl8jyLND4LI7HlLJ1Szk49wfSUf4zXp1HhgwTMVcSz77Yr9FDaV5RqWJW1Fw+cFSlb3NDcend5TGK9hySBJWQTl1IcKspZkWaiVxobvaq9ZETZQ4tPLbYNtOQ/r/ghvpt4IVCiIQQYiUKyOYuKeVxYE4IcaZGQX05hHxMTkmB7uapJ8/igX1n0fGidRFNfDW0DxYW2lg5OsP8XDub1r6eTxivQyRsHlsdHHTSDTaHqrbI3GQn/BiuViNg/Ncd0QigiTm61vwwpD1M0mupw74UDyZkf+k4W8qf4di1KwGJM60O1Qt+8lPmNaqg3w4nQ2m+Xptjz0dhqF92lrc5pAHB78mP8f6qgtJP1rioFGKqPg/B7D/Os3Hd0PQJrR3Ldenxk7Z6W4T67z9cZXCko65pXDe3QEusSLpPo1xqgahn7Lj/pQIBRS/6qo0A8pOj7HjwByxGUgoMM9hAsqnohpw62ChcNhA2ABKlSZYf+gmuAV3FGeZ0bIxc5vhHaWpmFUhBzHY5kB7kjWtup61LdbjP8JC5DExhcu6eB0mEzhMLByHAiWcVLLkEx2zu4vbgQ5fgolwr+qfnuYAfNy3rUUdCteHMhUAxsqCt3AAV7erQUhnErZg8bpzJqcjqis617umgvuTsiprSkrABt6MOqbCemrmwffXgZth4ddPnntQ8tPe6rdMP0Db1hP/7/SO/x6PPuoCOQeU2VNnRgZU4PfIMgBkBq5AsR63j7IKNO6/caKWhUG4fXFZWKMAnBxBI7txcH8/oNBBqPVo5t5KCC4fdHp4suTxecvnx8S8yXRn11TGGE6csooyI2a2+wadizcfD83wolD23VdXLifZA+Msx52uaPbKSrr+Kcxrs5cxKYJk83Ftv0clUy4sKjGE6eUIn9A6dXgcqLtIQ7Psjoy5eJ0zNDrxagdCjWNqhNYxKCmTGtlE9vZMtL1gBhsmxWhU+QczP3WwBBO/NKWvY3UK1/WxzDkOovLAA193anOGbseqVdy2hNBKGiFp8rltzHbkOpQz43kwYvRSG8g5nnX12BBTCo3Cc5kJsgYcHlAU3hWBLul4x9lcDv0Oy6iAlVKwiC45KQSKBTif6LRu5D4fpL59vcLyjGAKnUOSYBsMLLoa/BmpcqorDbLeH6a9spefk3VSSSih/3Aq8fBw7xX84F3BN5V0YuRU4heWYEjAXzxtmxLqR0iRfCbwE4vP9/hw6kAtiYCszcY5197L/0sv0s2sox2MIBLYlMBvMbc+Lwarm/TPqop/9VbRQaL5um1Z1yLTFp69ovM/Pm16uVUXPb39H5H725e+K/O5reRPKECUZmj3IfsuluP8cHl4RXSjVVJACR4YFw0VRhWGrFSgCd97956zZ+42IdfG9vJcXoDyNjg6G3cA9zkrSO6QUgYVkPgKmdWOXAhsL55qrdfZpDYHDHEwGiNiOztN8pEPHx80up5Ycq57d3fGQChXYnzzKtJNjXJ+ntdO7ta9AoRBY8polHjjiao8MIaiUU9xz93NrSkjirmR8hU283InUngRz8TTbDqqz5Ee5qTohWkjJysQv6/a7oyLqap8qRtMoCeBxqc637m2zVOdrlIoi8g8Atllh36HTEEBCKKta2vwJS6VwXZPxwNOiJSRuOMLmFXyG3eJHPMwI/7D6TTQSwBLL9/lhPFWjsbjiGWn8ut0Yf1p9WeSaYUkMqbxM1jrBGDU1owhBq8xQJoErpK8AkDUD5vOknpeZEBHPE6NUJK73uoxGa02Wp5jeF/A9P9rQimEFe89/9VwAwNeOBjG2RjoITzgmlbefgcsvTv4HD0/dSrejcmWv2vN1vBQ1J0Uw9gD2BvX+PnPOR0ivmCWWSv9nhEUhxDVCiCPAWcB3hRA/AJBSPgJ8FXgU+D7w+1L6yBe/C/wzCvRmL3DzM3w7YJDeGtUC2rHoAdxSLfG8zX/Fpk3n0cY0pkhSSZhY5VYARp71Lu695zmRZ6490vgQmHO7KGe6iRU7MYwocxbXi+KBlYJE642Uz7iCFnuOz286ya5dg7j2Y7jaCtYzOhpJUA/gFAdxHZO9qagriT0XjW1a2RFYC6WA3dzKGlcxWdm5eRrRTEpZ8451laA90N6nS8fYVl3d4Imw1UTy8cRRzrzseINy8JpV9/CsG/+QsraoJPKvYftBJcg2UxmvP3YgeJPdfOIr3/LgUOtOj3EiHbjYWhqU4cmvfyLUcsUUVHSMm0C5on3gZYKvnSVwvc0r5Pbznekqw+M7MRYEfzb8et675fWI5Spg3wjFcJrt6vtNnx4jd7k62JJ64a7t0ZrRRTQ/h7tUItyGwAs1J8qmCbV5vcCJAkV49MOjn4/8Tra9FSupLH6ziQx/tT2ECqqRc2dC+1Drc0eo/UACiSUqMPUC1qV+2vC9PaP31F37/X+4yP87BApHi1nCaY8yuIcLrdASzPHa4TrRGb3eWZngp323+5WWjQTfXXYJpnapczuTkUoaJyip0bgvjCKAo+3qO9y63uG7hz/NieIBAH65XjEfX760PhZNqT2C+kw7TQyH5Yf+23/TrCNxpYNEkiqqtXfRz97OWLyNWPYFxDIqzvgV/Z0IAbfFtrCi9KW6N4GyCITfZ6UC64hoxP5LpfWMtlhRgkpt6fr3SQlC8L2fzfPWBkAFSyWnP839/T9mxljcQ0JRI1ergAbPnSTbX+Jrq873r8UXFPNgmvWo0N93dgJwOKkOcw8VsbClO1L3H9nrIu9Zd7S5ksc2LY2pFEy2Kx7+JevbJny3y7ZCdP8VwmA6Y1AHpKjXeuZEfW6zwflonoTJZNQaNja6LPK7bAQpdB5IP8FcCMH1ivkAPXT53BEe6lNWqniTadDrOsynAoHKO6PcXS9Rv5sAwQGMz+7h9Uc6WP/YPZSylzDR/zd8eflVfHPjx6P9IU9mC7ht7fod0TGQbvQbmPHAApvReYpjpS6+Yqu58K7dAXjdwIkDAFy0QjHjQhh8+poXNW2z2eSASlRmGl4HeOvjOt5xU5ZHV7qMt9THMl2arUTWbNpsXh/Ava27tEsudBTH9dFpUMgFQsJP+hdn/O2T9cjJRe0WbIU0d7mFo7TOPIXnPytQCs+43hvu3bGDjr1RYamzNK7LSkoJg313K57h+KEtrEq5mFZUMeRqT4K0trZsm3bI9KpzstDAvbGgkWPNarBX/M6+5vGfHVOPs1Y+yo+HttFabMzzAFiGi8TAXhj22w9AjQAz44UmGAaG2UMxlPoj4GMkHWI8Yp0/kuvmbzaqUI9qJSrwAfTMTvKsto/4v5944mzGx4ewhIvwonkDdxHVhFiJ5bbBZT2t6rclmTkYWEtVyfp56xg2n1j2BUwry2t6lNAVM/bWlQvXUndF921vOlhz1/tupoJ7+v6bHHPaKw3mRQMLApDu3Mul16jwh/kxddaPPdzWsGyYKqgYZm9/NOKu9qIIjA1VofaHD+5UfWwdDhR2R+mkQ+bYVA3AluKVKG6IR0N7gnyoQkp+surfeKz7DtxyL9VSwNvHZJK6eF0JT/SF8r07cd66RoGPxQlSm5jxYV4/k+C+917Ks8of8lM1lZwFTpYOcLT9MUwpyC4oZU7fsdv4z/hF+hX6GxuCRDm6Fr669cN8d90/NOxXLf2fERallN+QUg5KKRNSyh4p5eWhex+UUo5IKddKKW8OXb9Hu7GOSClvlPIUajFNVsgNKN0ZHTwhocMdr3tm1vNQj6kPe/FFe7nw5QrFMjWjAnANq0Kh0Oo/c/f4D5gqn2gi6AgW8ss48LO3kE0o7eWu0V2huwpiXYg4siOaP8t1HqbrYPPgdvW05L2r3hi5Wq7UWIlCQkXVjDbyzGUPAPXbwFhLwB1Ucif9v/vNH9AisxGWc4U1GxEVD/x4gLwryZ3iM43Zqrww8yq5vWNFGvK3vf/OQlotuoyGQJeAMx3EbwhgOhm0r/XJkCCpgwCqhsllJwKG4kg7uHZz/3qPDnULvnZugwTLThoX2Lr/pUgEFSPOLzs2Q6Yr8l4AK682TtGRILVZSTUe2mk+GSOhLbv3pxtbPJ0mKzfRALzlvQd7mZG7WDYTaLzCW1bZDRhB126hGT2IzYnK35N40ODmnt3MJWEsTxTrP9wWMU/JPZO0eDPV7Y0Og8X8IKJzxBBgr1GC1xm76oWhqT3RxO7l2hyNus7PrFcKDingOQ/cyoftuYhsbVghBlqkyCwcI+kFpOtyM2n17Q6iD3UpKSaCcZ+3p5DayuAKmD28nX+89iXYsUDYDef99Cg3s5rc9Fr6Tt5Jo7HZekTFVJiuTfz4PGZsGWZcBevftFIJM9VNbdjDWc6uKuChc/kZFbexEsWMFerWd/bkjsjvFicqDfxIxzR6DybsIC/ZSkIWu9Aa7y5LckLomKLgsAbwDOcCnfcuXLmmVw508hPRyddSFzbsxylJwBGNOGglXRItNjO9rUt6tEhj13Qsg0qD6XvB4K3suvuDnH7vRzCc+meH2cMPz3tunQEnaVc5o7iPttPVdzzt0BO8uPIurix/yC9TSBr8+FV93DKwtaZ/gkvv/mHdu2oTh7cmWiO/n3jiXNWVmucEkllrgVes/iP/mhFaJB2TC772/Kd9Z9GI0jWWTu/pNSLwaDBLjWNm7hr/HrePfpPc/DwIgWu1U7RSnMjXW4s7jAkwYA0mwk0w2RbjgvwnAfjli27ADZ1rsZQaN2FK1lSCsZnU1qSypYTlP+guMXjiEG/5p/fz2iG1dyerDlO5ForF6D7j0bPdnZylU8l49Fapvp3vzj0QzAdTSnxQ3DqLl7qxat3n2DKsLNgDZweC/p6nlOui533jpXw5pjUJ8RpXjO32MJsWAq+iqcRUwz6Ayh9cvPOTCKOMrATM84/bT+1hUrtnScNgzQ1vVnf02u4ojHHPXLDHzv7KYlvp0xx48lxu+UXUGgTwq4ziczIycJVPtkaV6/33vZGtbV/k5f0dtA1FFSAANz5VoewEc618RhcybnIUtdZamMY1aj1cGixuCcVDr46WEoulHWt0SNfWG/x+sCsE5CIV9kVqTvFhB9x+/t0O9r/RkyM89ugFALyyux5IDCC/7C7Ou34Nn7xRfbsFM+lb6dqpT9MQpqr5dJAyBVYyEKqi/uqBYG24ygJYIMHty+rBVWwdJxur2RuzeeURduLwRrpH76lTtHkvNf0zKaQkCrsey2ioi0ee0n+NtZ+YrDAgD/PQ1vcCEA/tjmf98r2R9wn9b3r/j7AngrOvFFvgQPuDuOUexmhponQO6GQumEMD5XmqIaPCaS3v4IYRtQflpUFbJs40ORy9ty8fm2ZwcpbRWFQRuP7JL1E+WB+akikUuOJ7gU3t9ImtfPDF71y0fR79nxEW/zdpLD5BUm+s4eB2UMh228v38uzsaOT6d7kYrvlHGNrpX2vpWTwJ8mjpIP99LGq16ZueIDuvQVwFzBZaieuA+6GFkJWkme+dd1+6vMQINv1N84/6CJcXjf88uD6zg7WmAkSpnHvqpM0AE/FWWoZCsMQhHLqnhhpr3xYuVgv0BXPBAbMpPk7FLHIuPwMUPHCYJJKB6uJ+9N2pFoxZNenjjgPS5Httt/iIXf7iF/5/ACVc9F/xPgZXvEldaPAaKeF3n6oQ1zn2vn96Y+HFijU/EKqhuAxcdaAZTZbVYqJRLcWqC6wq5/lyZ31852KU//076V0VZaoFMFd+H/PVaf9aX4P4DQBpe4dm/f03USD7judiVAVrntjLq99s8vu/1ziZbZQSvDPzZ+q9BZfZjEri2zJUn+uslgw7cMafzhqcz485mBqoKzfxWCuzofn1nzsupBxTWvjecfVdLM91U8Ay0cHw1DRXr4kioxlWL1/r1vGZwuB5a2/lVYVv0JqKYTrK7Xkym2RH6VM8akWfPZWm6mhLG+UTzwPXjOaQ1GtdYBKrKmFdNhDaW0LgGyfGo0yrn98xYWKvbuGC31ceDmdwBzJ5agWI/46jyspy2+YJ0qUJzplRCpcdHWrPursGkzJVrfgQ4WFr45YHHqyr+7yTKmbOT60CiFAcpqeNrp16A8k4zsIapDCYlItbFx0rGmdT7NHJxnWdT6YVM1ndWX+Qqlc3Xhe1caUALz+r3lr6kvX/QXbhGPm5Qw3rejt/xosTn4e4QarYnGEzgNvdTX4cUZi+NXxO3bWY3Ty+qLeqlFG/v+33G94vlJK8e3yy4T2PgvyhgkFnir8cVQrVnw+exrtXLGEPaLA4rPkZ4lOj9TcA2Qz7MaLUFLyRv2YF+xm0XwgCRjsT9MaVgk3WKM68PuT6S2ysWiTMxt96ZcKlpT/L8PoNxLVAdsaRk5wvf4LU1ssT7VEFzKoX7uDtidf6eWxE3CDxUHSNfmJL1R8GlZ5w8RMh33ImqZSyDueXBe/LlQ0GjWn+7OpNIATLD0eVBx3VHC9eF3iRJIix0lWW8Ivv6eKSZdH488lKEB+++fg6et//XsxcjoWf/ol/XQqj6doA+Pi9jQX/RI9eIxKs+HpA8NR0N0Oh/KLXHf163XOzU+2cK8p8ZOCz3Pf8scg9CcxMBEJhbmwHaWuEv1g7xEefd2W0Ir3XHFoIgHNkaxxMwaQGo1raueyVis51KQSm9gIw3CZzNmRBdFsDgJsnO+s9azyqSouu8QfoOqbCgiSCd9qvrSsngJTR2OIlhGTrRUNYMdXm67d8jDXa4yHHPBOmJKM9qhrr72uE/9pFHHrIMANl8Ml0R8R/2NvvJVnWtCa4w92AbXnXgjpKrlKCtDQBGgTIzwbzxnFMBUyk6YZD6vxpLzQOAcjOzQdRp2a90mcNB/gcL+IjvJkPvCAw3DjCYX4hVxOOEqUbv/A3vKi3nUazqTu2p/6BEB3uSOBhBXfLST4jX+zfM415PvLaXU2f3XhsgqHJOf616zt1W2zPWJnikZfXPdMyG8yXjnIHp3WfVlemEf1WCougPml3qX5xW1Lde1b6IN0hCb9CHLa+sK780kl9yt65SQxncReu1njPKWMHAHanFlhzrXLpHCidoNxApjlZzJBtXVd/o4Zu7ld9FTHBWLyD7WcEiKHhfDbhtSCBK1u15ttSTH2ypt0xIXkRXyDdBBn29aVZ0qKeUfFKb9BuDL9DgoRdpjq9i/L4+XXlG9GyuEsm3hzN9Velk+ybvY+YZljdJhayWrdOnRFI/S2aHBAhyl95BQBmIsGpRQogpQSFmDR89LVG1DqxjaQWBOweZeUyYjbrzm4O9uORaBbs1bg0a81RbCCRUZOsfXZGjYsQxHTMogQ8UfPdHb/LjFBzM3t2PxtRrk2bZ11u3TKBKwweya9iMZIIRAXKppqbxYTBWp7gi/L5DdsYHtq5VIaLi0pYHBxT7TMML+4A8qR4Wfl8shklfOxJr6RT7wf3tmzSNUpacmVeMfIoeW1N9NblBC0kGsTAeHS8NRBqwkNdndnJ3VMBQ5MyZkkZ9a5lTkF9w3RLY0XFqb5evD9Lh3YdLHaqtqzaEzCQt936QsYX6oXI7Liy/NimpGt2mrEnlMXqtLbGruO1ZJ9QIAFfvbCGaUOwXidd/46jrFHSknRY6vCfcxszPBBiKCRsL3/av54P5TZsnVZIvE4NUumzWr9EnEApcemOf+YfB66LlBnQqJBXdEYF9AdzShNuWIESz5IW6apigPfkzDo3LqPJeh3rUN8xwwJDHIF8jBUNgL7CdF5sL//+WmUV2Hm6iqVNxmN1+5E3GzZXJ+quAZw5v4XPX/F5blh7Q+QpaRg8uHkz21b38sK5eVI6DcRQnUt5QFb6UnqMeZbZAeNUNgR/fU2ztdBkpnrDVBMLeSpyc2ovGKqq9+WYp41JHJRAPNoZ910Rm5GHOloLM/Qhgvl04Rt3cd17/5yYIahkspgStmjIfoAfnKGUKLNaQZja2EnvjdvJnq334bjJ1NQA17/DxNRWmmxobjSaJVZVKWSs0NgiIS6iSjVTSC6JP8WanhwIGJpSlpfte9U5PXD/mzjzxNk0oiGnk49d+DEeO2cT8TEVu/nU7L1UNLAZQtB2/fUIAbIYKKPvadvNGcWgHd68FxIqUnLOeIMYzlDqEQDDUu1s6e7lTG7nw/LN6rdTv/b33H8axwsrqRhVSi0Oc9WoNXR6YnnDWHbvfYWaY3n3pYoBHzz3b+of8tun8q0CDZHFwxRZ9/pMSFYrTWMZPbLbg4pH08331MqCitW1zDhWpbE122sJwOFDi6dY8tqVCvmx77UcLrtFpXQ5lfXr6dBcLENkhof+zMXr12bgb6Uo1ST+pnWq3iI+nRrlFyu/ykw6R9KFgqMACMPpxdba/bSNFDj/5z/zr7lmK9MhFHGvibVtAZBCMreh/owOU/vsDB9dN+TrBYzEGEeSngu7qn2qtZWBGsF+00NhUB1B0YUkTy//YaIKtnDIthS5eYfA9Dx0xG9WvPutFRaRkrc9XuZXqXrXB4+2JEb5Pfmx3+hrz9qwvO6wr9XYtSd6EcCTXXezEJumZ0X9ZrF5j9KemiEQHDuU4LdncpTWQnMf/DD92+0LXLBGg79ogelYUmkik04S6TS3rA0nG+VzU9Tf9wJMQ0HcJBoAMAA8vK2Fc0/7VuRaZMMNjZVAgrSojF359Mx0us5Hem6lukqJM2f334mNy70T/x1S/D2dDXORskKQ12M/yGFSmzez/vHHEKF4DMtSTI9pmnSkalw0Y2lAknJrHcQiLyFWzWPqU236pa+vK2EdFSEgiXqyQ3lEj2uZeh31p6QETreO8OHtReINBCQzn6i7tjc+xC1SuT7F+qPWoKrWKj6RWRm5nm1RYzL8ve+Sv0Ln1URwMt1GpnzqQOzJbApnMoit+L3p6AbvCR2RPVQEf3z+l4Gg8Yr3/VWoyKm3ydrpOJVNse7++xuWnddJ0r3cmK3WUY5Z0fXhaAj71aUtSlgJxQWpP069ACytoBG6w8uO/NS3YrpujAUzEI5q4b29d/X95ChnlP6OZ5f/jNKFvWQ31StfpIDyjJpLxbs+BcCB/lqRQ1EsczVzGvfOslxyprIaVGtM/6ff8+G6Zy9vV/tgQvf9eRXl5ZHfu42uicZIdt2xvbzYDRjEspGIuPkA9JUkP/3xHK8bDKyN1TV5frFJpVSJZa/1r697/Am29dW4gfoU7fHmC4OYwWqsfg4ZcnFBadic5KwRtTdcv3ENrx/s4mPr6y2N3lzYUm1uqdzes72hguixjRuwsmquXfi4Ss0zoK1n6yv1Sk1heNb7aF035htbCBvRbSe/ueSyHp2KCffIjhk8tDEq9Hv7e66l8X5qL1f70/Ym+f+6L1GxP246JOzpOr9XWc/LXx7W3kfbedPqt9OSVPWnrOje6pX0Yvyyk8oLKVUTV3Rv2zrePRINKWlUz/BJmw98fRrTzpCaXo3rBG3pqbTzg10nGXiNip1ui1nEp8PhNo3PiffLd/A6+Xf8oPMcvj/UmFeabzCNM3sf4sxlgSdTGMhGaKXdUCR9dpRc18SuBueT7TaYi4so1G+bj+4nW3YqxMxsX308pkfZvMuvhtVZFotHv9VdLZubClRHbu3F8dAQG6wxEXK91vpVQM0hey4q5N37nkv42xedhlNQ6zxuxEhU2omX1b67JtF4zzhwYHvTftXSdVO/pxsD8Wpzw8XTUSgvP/gDHsiq897LR9ywTr0P3nNAKQmd+AzZEKBYxm3uBXPxj35M23R9WM6jvbdx16atlJ0itgbzmU7m8FZGn2zjnanX8KVnXe5f+9c7Fmh/w1aMWHOtQPnhr1F/sntUPxciipH4JF/92JvZdH7Uip8R0TjqTCGq3AxzAS8ov4/fqdzUtH1++MdJ+Mi5H2FTzyD3rjF8JZghDCSCRE/9vrbmjN3Ex45yzqZ6AL5m9FsrLP7z5QYpB4YiiVwV+Zvvigu5IPYUmzY1s4AsbTElqsEC721v4EZVW41lAJKFxDRfOP2PWbZRWQb7VgVxB1fe8bPQA5JCMY8rgvdYrsPuvQEDZSaisUhhWjfnMpJuYsEQAkNaEYHWQ327JZWC3i11z5xTXccmMUJr6+lYvrm/fqzmkdiWQSHbXCiyrMXHOEChWrQYEqhYJZwVavzP6L2PLV0KMny2yf60KquYL7NBTjGBJKndnDK9yr2uYgblVh47wnvke3kZn617FuCiCy7kvPPOY/PmzeTiOe5/2f3R9lYWSMj6jSx9ZuPYEZmtRxXt/AuLS59zG5NbZsi+eEXd/VIpx/33KavnL1dnOST2sSxXH1wP6oBbxJC2JJJITDeBUw7ymYapvVcJUYnhYazOaC6kmOvwhp9/c9H6K5aBtENIZDd80XtxtB01FuSXnbkciaSnHBQ81Nc8oXs2voApbN5x5eIW+6Rp8I6VvXXXu9rqY9m8+Ldyoo3kxk24GubaIk48dx3CUC5TFVfvRQ0O8v5VrQ3bYSbCSiPVx7sYYfmw0l7HMhNI16LcIP5GIDhJO7PVNMRNtra3+Hci7Z+Ns3Ai5YMIeE5Gta1UICPaHTAdVQDkPURQKcnPH8ao8SZanU1x4MNX8cuz1vO97atJEONE+R/Z+Yp/bdjvoA+qNR/SFsYnewJLYVWuUG2xg8PekpIXrfhP/nTrh3jTxasRIliH2+5/gFQqcD/Nt0VBZPZ8JwChOO+GNfxs11oQ9RvM09Xkm0LwgdUD9CRiPG9b4zUKsGDPsjmk8KnBfMHz+jV0zHdXVyAgX7mui/Jj38Qqz/OFYyf4uxNjkS9oLpIWfFu5MdMpDIGZ2MEPdgT1HCk0jsP26AuDL+Ky17+p4b3srJozy+36zehUCK1XXlefxuLMcScSc12ZU2XSqRWherVHQgPg5hKxutQlYdreup1l7UrA3jLYghHyFvbO1D/mXfp3lJFU01GCEHxm8AUN668FhAnTzAHV4JsocGnfJXzwJZ/khtOiAt+CE+Pi3j0YtaY0LYgNfuMkbz5Nxek92L+KrVubKUpCzLIEo1ImbjVnxJ/42gqO3Nbjvys/s5ZMub8pR9VovfzwjN0NSir6akrNx+KO+jl7xxnrGUgGZ/U6HsWLrbPbo4rP+Wcrl+9muRqNVAvl6QSVmeieXowFe26lorwC8u60vhL0xS0NMvdYoBjryCbIpxrwG3ohJ2qmvTdeb1kXuBKnnQY5eUMDu6G8M3LLy933zEmSmz9ccwWuiT/EiFmjwDIEwhQk9BC4sSJWSNnc6bQ1fIMjwHIccl4IVwP67pF/5PHpwHgR3ru+7p7H15wgP/CGWZfl/S0Iy2DPdOP1W9nzA0p3fqrp+yYaoGYD9Ng2AyTJJGK0ZhvnR944FoRpOPON+Yh75Dp+5m5r+v7JSnCuPGv4WWyPR8dOAEfdPJvzg9SSFY+TGD/OQG/z1D619FsrLD684tRdj8XaOO/c27n22hfz7ne/u+5+NruG7ljjAzRsXrYmDy65XZ2v2kTvH+6IaOKWb9nG6z75L6w5M4hVqd1Uq5UU5XRz32YrqYTFL49/PnRVEBPaEvN0k64Ac6YBb7gFADs5ScVVk36dM8BmsxEyapScBkdDriOJRJBJKBeZNZtiPDFzF7ZsjC7YUlHM67J8fWC7R99euZupAbUhvH5/lWD01GI/UhO+NHfhS7F6emhPFPnD9bdgGAbPK+/E1BKpJ5gmNJORbDuEjMOfvjQaE7SeR4mFLSZnBfcTiQQXXXQRps6TaJ7K70XT0D9EN69shzqk2vuCTeklfcoaYVQF8Xg7W178bFq3DNFIYJ+bU50/56FuzvzAS1n22fcDMNlev4GF8aNOJZwDfF1rzJOrWwEYs6bYnzhG6XDjgPxwlRtWtvlC3VKtCnX9W//sRlfr6Iady7hoVyuPTf8yWlsT3jNm2Hz60rdyzWlqEx7Zo9bQSkzKJ6Pul69b3UdGu5LKtIm9Msurn7cOKcCw6y2y0jDp/4uP1EvSAuzxp5bQm3rq2vStumsHRTf5nNK+JlqOYZjg1LitvON3TP7xSo0EbEseO2cTL1ujwLjM0NHhjdNCAxejxWhvxyA57YImDMmzH7w9cr/7fTHOPefuuuf6EnG2t6j5bssBiAdz37bqY/e8+fNdzYxPZQJPjalq4zi+K/kv+jnBur7FU7usefVnsVsCC7ldjFpe12VS1MY5NaL19gBr7ObMcpj+5oWnNbkj+f6Rz7D9xLf9egrXtNP5qgAFe8yWPFBwaH3OMDfeeCOvfnUA2HH+xn5kaYbxuyfZVq7UAZEZAoRQc/YgQVtjDUC1AB4umgghiKXP5/6RmjKLyHXTsVZSucaud/+F0tSfWbb4zzdocJ2lbEZAOmsxMjLiCx4tvWkuOWlzw/5AwTR3eCdHb3kXvb3X1D0f14BuncXGSb3D1JZW51Imk/HBgYQQ9H+43mI+SHMGODxOjUCxTCtGRzM2TgoS2NyOTferNrOzd2edteiL+05j241/RyzZGMjJORKnvU2PsxB0djRGrQSwrOh+tphlqjiewpkMgR05KVqLayNlMrZa1+3JdhZOBoxxXnsjZI0WqkfvbVj/E3EHw0hhWfXrd2U6QSzUtlc8sJI/OBxF+/SG/fL3/xMA06EY/3xcCYIT5WPMdOrxqOnqQ30/ZzbpWW4FZUvQ4UzSv9i3jpB39p2K9FwOeZi1VRoLXGFKWGUWLDW+bqWbVLqR66PuVCxQju3rX+BzXMeh098DwGTlOPnBEhtST/llXO0h1GKUyIoK1ZC7J7Kx4F8AxPkDWO3JhqzoqZb4LzedRtUtU10knEF1qQEPVDl1+q5GiqijddDUin50+BgfRvFPGzNJP9VFmGIhS7ndwGB1Kvpez+Uke6KeWa3CirRz+cIoEoMzz4/moTRyOc5/+WvYdvmzWXNmc4VLLf3WCotPx+XQMAxiDaxLsVgbV13SGFJ44yOP+n+X7v8izkygecnMH9P1ehM3mMDJNW1YbUkOp1sj9eU6Fj+gEnaVSirQGMXZHLob1P+tG6KMelf8XXRtu4VGTOitZ6xjTTqJBCacQt39MFWyx+h8y+WY2swe9C3sDR6lagM3y2xbkpHTukjFJ/n93msYXhvD6k1xPH6gMUiCtr5lrMYaHIBPbb2GkmYQX7tXL1IpIi6IYVo4+1qS60NJt4WgS+br0AXD1lZhwei65tYoADbU5lxqTuUHvoQzc4TvHz4auW7oQ93WcTAJnfQ9EUr+nl1Eo7sYGXGTWLs6GFyzXpBZjDYPRl2/OmemeByXT5/Vhtmi6xJwtP9L9OSbIEyGKBk3kQlTHyzPPJ6id9UaYolGpmNR9/PBqZ83rkQE37qQiLal/ZWvpGdyEgH0Y/DDyWiKDGEIeoY14ysE9poWOlt1DOV0oAB5166PNn61gNU7e0i3xHGn9uFMK8XT0nCfdR2mAhRqSDJ4T/Qhl319gh9vC46ItpiFaVjYSPJS9eExu5tPnJgB4N6RJH9/lSo/kY3Oh1QsmE/rtcvWLStO5+L3/AvnjgwxPTJDuuoxLJJX/YHJH75+NfF4+9PqqxSLu3Z6tOdcb388xTw/xVoyM21YbcpSuXrPf2JVF98nPbrs598i/E122+s4z17vM9hn0pgJDtPXD29SoGuhb7fsxEkuGFyPNJWSKt2bJ7kmyjweqLgYCYvOzk6SESFBtac8pc+6bC/cUIM8HFPn0A+4gK2YvDSb4a+uq7c2XTFf4OGSRWfv9Q3bfpd76jj6RlTCc+EWdfvIbSuiQCneWIa/4Mte9jLk8IUAdC9XTKKHvmgBXcvynHv1cyOCjvenYamzY/fJ3Xz76m8v2s6zVmznpS99KStWrIhcb7366qBe/eFuOrI4ANUGHe997nOu46LyX9XdbxQ64NFN3ML977u06f05OwGrL2l6v3nIqWDwvAm6r4m6WDaiVM7jnYICr/37z/HSP/9o3YNj42fqkpK1M2u5ac1NXDR0ETMHskxqNN8W6wRCuKwai56NtXThBQ/T0XHeomUA8id30TM5oPvVmE6mgn0wblZJWGUqP/kgg2dtjpQbS7WwadpBCpdSSHH1d88xmM6C2Qhpr4ZO5f55z8R/B2WDh0LX6p8fmjwZ+b0if5hn7/xvnvdepbxoksJQ0cu/BeuCc+0gg0wvU8kKTk7cjzBhcMeU3xp7dXTvd8xaPi86yl7TxVl9iGfovvTQKsWvOZUATOaJycUxEcL0ou4mAnYDpa1342j+SQAOLcaaC8H55Y83qDb8jeq/13KnHoCtrTcQ2o8n+1h/zgWR+7Ux2Nfvv5Wv/e5ZnDkcKHhe9Z6PMHLz90jnW7j4VW/AtOrlmmb0WyksDuWGTl3oN0luFUI5ANfs+Sqn3fcxYolFYtKepqVv1egRNh7d7/9OuZtZ0xUIj9mS5NxHivzL7qhvuyEWSOSnG9eZTrJhu3Kh+H7hyXDjmN/zNr53jYLgPX3H19i187+I9WTojynXzpZunbBerzZTxOqWxP2jaqMdHo66QRiWEVlML//Lv2PDeRdFyjQanfIj9XkEFxvGdFcOM7HN/70yHbZONudQf3Oh4M3JnT9Bdf/PGLAbM79fPn8TO5+znHhysbjGxWnjxuZB8Z1Dyl23fE431TUtTct59L5nK99376D658+8jxeduYw/vCyqLTaTJ/n+u5/d8PuZzVyOZfMDViJxivVuFh695IMf5ZzrFLhB0tYa/kYFl7DeRN6kWtPGnrffxMBfBK6HzfKt1ZIlLEp3B2AtI60Hmpa97NUbSWb0pq4lp6m5BnkLlzAxF2udd++vDvwhX72h3pPCoxNWAEF+p72crXHFtEsh+PkWdaTMJ9MkEwEzv7Z7mGuvvZaLX7nej8NDCOI9q7j4Za/GTQYeGgKYTwtmM9G5/QycH5rSkhUqK5Z+VvSO3sN5t72t4T0J9J0RADSsD4UIACz8/EN0vDJYj1fwC97//vcv+r6iE4N0jSXzxCQbu1fyirf/Hi+79sUMDS2h/YsN7PD5AGxM/wCAqY77/VsGgje2tDRU/rx2ZpZfHjhMe3trw2rLOufaeHKaldmTDcs8XTrc9ljD6521OR11n4wad3QhBNe/aycrtzZGyvXIkhYrQ9bkRmQaBqtWaWb1mn+EbS+BfnX2utXWyFKt1JhNPK8igQAJm+8/wusf+yKnrV3DPtncBTlMCZ2DcPnqEVqbhJiEKdkl6Tt2G12tSoG1WDygR7n+MpmRgFNu9ojZQADId3YRT9XsYUIwN7uWe+9RSlWBYGebZw0V3HBavUKt/NCXscfvJ7W+SZ6+LRpJfSAa/nPpqzYylKkPoWlEf/R4iXNH7bCBDYBsuYoZiyqbRtPtdFbqB2ImK3gsbiBwcaqLKwdWrqyfW2EBcC4Um3z18672S3gUbxBOMDQ1xtX3/QIIvtMZfb9i1SbP62CR792xCpbvbnh4nPdEYASRAq7veEvTVFreyzNNPBGWQp2bGlsOf7zTC9GSnOao8Xt0ck1dOdtozE/tyDc3NtTSC698PwDfW/+PXLTs53zgJSZ/8TI1vxp5I1WxKCX6aW9tIbUwyFP9jcfnjmoAoLnJGeIFWNx4odpDrnvn6Vz7R81DyQBiwuANU9P+bwPJjuXR82H/wLK6EJ+l0m+lsJiP5yNan/9tMl2btpnF4XQXi2m5+XSD0Rr+XQB9s2oTcR11+Pav7I7cv+DhIiPpJDSJS1MUfW9rt4q5ckLxKhKQ1Q4Gskob19KyjVxOaXY85CcR2jBK03Eq8V5i2SiKpRcLYplLSbZ9iuYKgTu1f5FitSMqEIZBLB0Ioc/puqz+wQ1XA2CPNmZEng61J5sjswIYi+ZsCmh7Ps1cJsmuqwLU01o3ifRZp86Lde2113LTTfUB1K/+63N5/tvUxiQzMY729WCaJmeG4iWTNSFKQgjGYlM4Gh02Wy7xoas309Ig/iKszbprwfatMbsurY/va69MUp2uT8MQpsLBELjPIoalc56yeMeud7BMntqyCVA1tLCyTLlhGcvi/KZUBes6R6Dc3GVmMmcynzU55wXN3LkbHzgfkO/gT+TbAVj5rW/W3T9/3wPk2ir800tPp2tZ4OoXrm1jcYQt3Zvqno3QUlz/QkWEEGzZsoV1Z/Sx9oz67/w/Se32jP/3H4/087Vtat14cXu15OUiG+i/4WmiBi9OrSubp4pxp/aTWtv+DJyMAwoz61YqzsiWembplA82ug20WiomyrVODTQF6tNnpOS0y5Zx8e+spzodZXTmPAWDAc/6qyDZvUyaS/UqraMb5mv376VX9IOZKuO7fv15md6m8zJuCAkvHSNw9SfBs7C4acYaxKPXkW7+GeMXsOVgA2CjRSgba+VlH/kEF77iNUsqn2yHa7b9Fde/O2ollk9j/jcresXrNmMYAlvnMly5fWfjgg3ID32QAehecBNkaYbqvm80tUilNnUy+OFzsTqjAlrvcAuvftu1DZ+ppS2XDvNvZ6wmmYfSBY3nSKVB7Kgn4Hl7iCMhHzvK8kd/Ru7bzRl2wzCo6rlSrNmjnFjzUKMXr1NK0eapu5qv83IjEMOV2iprxv1wmVoya/aOrtiBpu8AVDzrr7HJdW3yYkGjlXTEA55ih6NCjiZL9dbCr1/0MsbKi1ukG5HHX7m5ODOJLCJm4Bg2+fg8c2nBk8PxmvLajViPz8KKnSRSKTILy/1wJiDCr4w7p1MtdOjeCd5Mmj+6XCnbu5fnSWZPbQU8vUnsOIDVJMZyqfRbKSwClGOBu9DV5V08q9IsDuQ3TI3QspoULR2/hmGnPqbmRLvgxt8LNpHa56Uzyms/dh5D65RwEk/VLPTX/VS5FgRPNHRdiNS5pBY3pie/voKkSGHGlnbgdZmNJ7x0a5CkFsJoAUtvk6x4yBmqV51G9BDy+nrXVRfC9Z8HoHj7xxBN8nI1o+z3DXZs/4r/O27GSVnNtYqxWOuS6v3O9tUcPl8d6s2Y2aF/+AdW335b9KKEe7cEAoJpmqTT9RaqZCaGFUKDK8aTvPe9741YKbpm1ChdvyZwM3OFS7nJtxte+eaG149XJVsf+nu6T95Dvi3YcL1eXfSzO+EUqJHIYBNt/ZJFzinwsr6wYK7d0aTgJetfwopEfEkzuGCmuHDHZ+EFnyXb3rGo4LBYWtT29nPrrllaEK2IxgKLYwq+c103QxtUP3b2Lo3BWsVTjKAUUcm1a+vu26PtPL/4AGePdLDtkiH/UIvFTh3nApBeBD2uEd3lKZFOEc/4mxTKaumc6fvUv6s6+d1l3exuU0xr79t20vfOBsyXNHjiPz/JmjXvi1w2Yi6Zndue9vtFk2/8myJv7Dy0ZSPXXPl28SvWc9HLm7mANjibhKCtbWlzo2WmPq7cNA3WndlH6XgA0LJs0xa6LlpfVxagfF4P5Uv66/ZzJ9ZcwZnIq/e+PHNd0zKnopIEJ92YGbN6e5ZcT7w/y+CHzyXW1cDyH6LFnJVrt5IRt5f+yuLWqEbfrnvF8NLdzC5+n0KJTqlvfcn6xft81hNa8bEEC2TPyjxW3MAw0iRaXs/uG5oj0D8TOhXvshTKkqRFhr5ZqFvZs/pJrGhRb0mYdOwNwknW7VTM/WNrV9DzvnDS9kbtVNN6xaEfkpxsjMHg0f7WDv75MoNvvUhZyXo1sm3X8k9GC8a04jORI2EtPXTkjF3fY8P6v/B/33a0gXL52k/D798FiSzbt58abXVj+PWLfJKw0LrUcycsXxXHlqjsdesFuLcl/oLDV36U3redXteqWppPwk+31Fj98zFKF/dh1pxn3h7cbDWEa0mE2pX6lREpc/SO17Ow9y1NajkFJVsBcLRg331T4OVy9rWr+PjRGLee8czc/+G3WFgMU6fM0e8GzOXCmPrbspZurs0fPYehwVc3vT/2YA4y3dCyRLcmAdXpM2hh6ZDIYYqnLAbXtXHm1cOc/6IapjHXC8MXLFnAaroAGvvz1V1xqyZyCSAPHj1v5EqGjPrci24hcL/YnbFpmZ3ljDvvXFKdG/oCIcmd3BcRQLZvfxW5ji7y3U2QoZ4hI5v/tkVra+2mtHSSoeS0bW1B3ixTCGKnUM8ZiQRWe70lc3oRWOtGdNY9P+FNy+rHRegY3kxsae4bK1e+kVdueiWfu/xz/jXvAGiZPcCmxz6HqHFP+dTzX4oxGyM8p/Y8tYtqNdyHYHbOpuKYs4J7ipP85brmgEfRjtSP40t/OstH16p1+lh2BOIZnvPWd5LMZrl15deWVO1wSHs+0P+iyL3wG8/a9SUeyCzuXgLwtp2N3RuXSgnhcOuGGre70BwylijQtGXifPdN9UnhVX2tddc+Z0jiFy8jszOA0T+zTzEmL1jTGOGx1rLkWadbG1ipPUqsXhxQ6+dvu4B/enl0LRopK4inrW2DG/NTjoCOoXr+CZb9zZ83tUg2o3DqDYBYZnFG8ZmS1ddLz3vfQ9v1jeMEAdad1cf6s5fmygiSeDzOs5/97OZFRPRHoSm/GhS87r1/zvPf/f4mxURD04OdWMVE/9+oVtXEpcZzajzzXfX71KP/PoK90Ji59OScuNb0+K7eNWR1Lu6W+uvS5Ssub3hdiFMjvCZqBVwBiVWtUcvmUui0l8L7Z0ALHKs7FROfiTdWPGSKz8xKIYxMHZhbPBkIwktRGs1U6xONP1PKnKv2MoFg0O1Ykt9I595rMRyN3K3H30nEaH/xi/kPD3QpRM9MESb47x0GBT0nd5YtfvDm8zhtmfouycN7eOUrX6k8ny79E7jkj4NHpWTisSsw55vnBc9m19LXpzy9rt0+wNmrGigHYinoUryjtQjqrl98EWH1aEV5HMVDaeDWpj7A7rNvaVB68a8wdyTLVy+56pTtAfi7IWVt/RwZ/uLaLWzgETLWBFaHmnOnL1fjaTbYc171Fot71zQQkSzD386WIhz61zTPtKrSQaZU4cmhlQg3WtKtZKhOndorrCFd8A7E6a9BGgZ3vuPttL0w+P6nXbaMF/zOJlallyZoN6LfemExZtRP8PHHVnHXndcQi50CsETTRPkYfY+8hhUrAitg5vxoYHVhLAFvewqs+o+V6+ij223BCglUnvZFPh10hxoSQrDjihVND8FI2VPcfzruKOrdT69+LninEqaBWKyFzowXhxbqf2gshuJq80nW5KS6afIu1vbUo1ul4iY3zEax+BMtCmhoxdbNvO6Tn8OKLS5IWf2KyRqsNo6hyxfnmXvJIC/7M3VgdN5446L1nYpmDqTg/Ldz/pm3s21r4xQc/5N02hXP4c/P2s67RqLM5aqf/oSO178ucs1zSY6bzefaW3e8ldN7A4b9R1vTlDY1FzZ/sf0M/vvGP4wID8ePr+WXd9zQsPxMOsnq22+j5TlR5rZT57HMxZsnNw7P15WjNi/ujzJb6XwLsUSSfaGYrWb01i9/h6tvCqxSHrOwLrxR62tHkz38U+Y9bNn8D/VtCv0dM069hmM9zawZgrSo8onnNt/uGy3v5ww/h5dvqGfMNvbXx7AmWt+IEY8qpQRQARK7+yNW+b5sHw+94iG2dW+LlA0oCor1ol3L+NC1m3n1Oc3jxFZ+4+tN7wEs78iQip9aYbWxU8UNZlc22bGEoPU5I5FLqc2LKxXbevsiv+M5m9f+faA0sVJPLzF9MxLCoP0lL4nkc3161PisEQJWlxZPT8I1n4a+rbztVSZ/fY0BZ78RXhgFx3lwCeAei5FrKeXXRNedvOJDu0mltJCxiN9qZTZO1dT7ukbxqGXeV8ThopevZ8Pu5mmDnPKvESqxCP3ovJv50Lkf8n+v/OY3EPFGTHfjb+MBm6XODZRJXa/ZTOfLl54/rRF1pZSAvKZ9cVfmQXNxC6pfLtn4bL30tTdy3fv+/Gm1bc65PpLO5tehoX/8xyWXNdwgFMfQZ4qoETJ2rlBz1Ck25h0PLVdngHlKa71nqdJhPQjW9gZ8TWx+muXLl4Nhwu4/iCBCA4w99Hxi81ElZTP66PXb+Iczlg4G05S0t0wjd9dJnbPHDPGipkhimlGL+WWv3kjvyKkxEr582XMWuSv4G9L88VXr+dSQEphWY3LdTs9QE5yDf/vi0/jum84heSqPmbouqQv/NLNFv/HU/LHn6ZPIt7Fsco63vuU9/N77PnjK55o3qaZRsRRsfN4zru9U9FsvLFpGo01MUH4ah8PPT3yVHx37gn8IffMVL2fZEjahc69fzdCGdnpGOnlu5XReP3i1f2/duqe3gf7mqAYuPRdHAve0LtHCecE7ntlrL3iHEqY9asC9Ljt0yP/74os04I4H4yVg1c9/xhv+5h384C31CGiuMMmFNnuA/NC9XPeubaw+fWluRoN/+wkG/+5v+eyJk/zNpHKBDS/YF9/1I35vay/5zhTrH3+Mrhsbw/IvmaSAC9+Fle7BaCIs9K9V7lwt3b/5OLCLXvn6OsQtgFhfH6IGar073c3dL7mbxNNAUS0kDSrPWqIFsIa2XnolV/1BNN6ya/nKhtbUnrT6vr2ZpzdGPzx9DR9a0xw8x6M6xYgQdQzpiQu3sSHX2JWsKpJ0dSnEwtWnL573aENBWVF6dqyou1crxPgUiuttSg140T8/98+XbNEUItZUg34q64h6XpB56oGG90xD8KJdy7AWAUbwBCQne2pGYzHqTHXy2o+fx0v/6PzI9UQIJt1IRBmLzJl9DPxpYPnPnH0W+ecEzMwL37uLXDYaA5rv7PLz7668bIzlFymYfW8Ev2AvglBZS7+uC+8Snq82SVjv09YbMJPtjLUK7lxnwGV/Buui2v83U6DvPWc0raI3Od/0XpikYZNtS9QgudJUI/nYlrX0vOudJGqAQ1zN6D9ZuIv1Z/fVMf5hqi50Y058YkntezrUFm+NKIKS69Yh4gFPktAgMEMbNtc9Gyaz9Znto6eiU6V0agnxT6vWNf+2X9060pDZ3HLJFXXKlEZUK4BsMlcE1/4HXdjDdPbeh9h2SPEdqd1vZuDjH8NINd7TCwdfh1uuP2+m+uOk3vV8et78Fo5X/2fYb6mV3k/HzNCq01s8j7lTlAy/qOYN+jucHQYr09fmtLAY66tXDj9/uzpj86kYHQNZtl5Yf+Y2ktUmxpt76e3AoiOreJEDPQkSq1oRQrBixY3s2vlNv1w6bjVUfp6aVIvsU4hQkSHS7qHePrOQSnO4P+ird33ZxiV6BfxvIC2G6LdeWPxNUNUtM1E+9rSfa+1J89w3bcNqEJydTC7VVWhp1LUsx+YLFmF8m2y4ybVtCNOg0sAC25AGoi512Vb1XHflqUall0wtz3kua594gm3dSS5e140QJsu/+G/0/dmf+WViPT1NN++xxApYGYod0wutc/DUSoGBj32MzO7dJEZGyF1yCV1vP8pFN6rUKAVLRZ8Yi2JPL5E6tRbXXLqr6I6rruZVf/NpelY2ERRC9JvcW3wBIDRtkg2s5qesp4nl/LLOFi7tyHNNT2vD+5e85vdZd3agFPiXwZfywg98pGHZgKfQje3Z2EATWD//N+fSvHLgmSGHnZIaCD6/+8kLufTVzRFqE2vXMrx6NeuuP8a6s+stByK2+Bx8/tTzF73/m6an5X4lBIat0+7oOWE8AybQTaR45zvf+bSfC1M8aWHWfJ9UufnqEUIgQprpZZ/9LAN/GcQDWXGTLZv/tu65Xg0uZaVc0t1BrO+K0pd4r904F6lHg+tPAUD0/wJtWP+Xi96vAGa2+d72kpX3+X8buVPnPmtGhqEsmC0tigmsJmK0v7yB66Ih+Mr+j7C/9PCS6hX2Klafwt15qbSUmS2AxMpWADrPDyx8h0UXV4dScPxfoeWb61OoeNSdCCk7fwPC3VZzJTeUz/6N1Qen/iZJu8qZ+9W5byRbyV9xRfPCMgEaxKgW3TR+yVbMllaOLkFYfCaeZc5Zl+s2Rs9j19CKxhXNPWwmFuESrl519ZLe/9VBFwHEx475eVzHbMlPZqukd/Twz/GXca+7msKQ4sfeeukaHvuTK8gulh2gAT35eCgcIjIHon34wmXddL1GKVtGht9CLtf8jH26tNSZVzdFQ00s6Xs7rljO73xkN6dfueLXbtev45HYjH7rhcX/HZ1UmCSlGJxoXbzU02nXUmCur3/XTs57YY1LSUwLVvHmroBCiKazZCnM4CWvvgaAVRes4aKf/T5Ty55P+WXfO+VztZQYXsmGxx/jm2+9mM/8jooHS+/YgdnW6jVm8QqEgMHmSGIRqhnOzBm7WPaZf0Z4iGDxNMSSbOrchCvc+uefKd3wBXjp1+rg8BcjIQRtvb9ZxcLToWcKLrAYMhtA2jT4wpZhOuKxmpxEjSmWT9dDsXskazTQuWdmhf3khqeHSLgYDfzFX9By7TWRa4ZRb5EM0/C3vknL+7+B2PZCOKdxEPxpp/0bZ57xg4b38m5zJmFRhJ4GZFZDe8ZVjXNEPlPqLSvkzeUdS3Nxq6VEIsHQP//zksunTpEq4TdC+rta2hNTSknHq175jKu74f0f5g+/8l/Ri78BBmH5F/+Njt99wzN6NpH4zY1jZtcuBj7613XX4/E4O3dGwZ5qV0wqNc+LXvQiLr+8cSzgr0M33HBDQwTp/ymKdaYY/PC5kVyZD5hr2LZt2//oexMjSvmYObcenCtKwZwz80tTKNfxzUuYtob7Gzxnw6QbY3WnIr+XSkthypcvX/4M6v41ONN0Y0WLa5W4/t072f2CZ+Zy+v6z3t80vjZCekwS48fo6w3O2jlX8SuHzCGeX/kAUuciMQwRDREQ9QznT7fWj4dcCqLwr0nnDCiB9KqRqJdEXucubE0phdRbdiwdlKZ2yjgC/rK1yLZLlpFpSSzq4QDw7689k5uuqAev+5+m/1mYtv8v0v+CafcVf6gm+eIJAZZAl7wfcn1wx/ef2fNbXwwLY3DG78JjzS1/73/ORj7wnUef0Sv616zhD7/yX0gpsZ93NTEfROa7nCxomPHkqd1QTkXNhJYBnQB9ZWcGTuXlFKpi7ZoPIOXiQBQfveCj3H33c3FKB5bcztz5g8z+6FAdmAugkOhWPQ33s/+/UQNBSUplw7zye9+j6w2/y78eOlhX5h8ufiurVr39f7x5Z7b+5uKWYv39dN94I9zxNNdVIgfXNndxb2+rB1hY6pa2kFi67rD30VeBl05nw3OBnyz52VORNwusX8Nanz1nN/zoh0sq237DWrh+8cO3LLPAKPyasVI79ySZfN67f7Por7/ButI7dpBeMwB//YHFX/m/oGbNP+tZ8NP7I9fe9a531ZUz/dRLQZvWrl3LzGjj/I1rdvXw4E8Os+7MXu755qnb0TusGMLlGzuwLGtJYB+/Dm0dauG2PRPEas6IhPYc2Dzw67laL4USIyOsufOXGPlmCqbf/PdfbBoPnDjE2ff8BFCKAiMfh+O/PrMmhKD7xm048xX45d4lPRNf2UKixjr39Nbz0xu757xxKwcfmTh1wVpqMDxdQ80t9m+9dA2rurO8/VeN75uG6aN4N6b6fjUal1P2ft2zYdfrgQBM7rOXGXzhIrj3SFDMshcH19uaU8Lo87pbT/XGhnTrC28lHUv7buKPEQiE/3jxFdx0534+vvuV9GQC76OZhGrTRF4pCMIhGOF+i3KjqwH13rQTt9Q4xvuskQ7OGungU/er821m9f9OKqrfestiHbUuo2tsDIBs9n8mqF0KcUrAGO+gSC8GynDOW2DrC7nu9KUnjo6QacG5fwjxNJnVykW1vfvsumIv3LWMx/40cLmwWu552q8SQoQERUU/OXQu20/7Il2N8hte/SnYeA30NXdtWQpdvL6Hr7zuTH7n7BVL3qMlkEoNkk43B9QAhQS6WCqMRpS/ZDn/T3t3Hh9XXe9//PWZmcxkT5qkabokbUNpQ1u6t6TFLkBBKCIVC0hBKVTZ8XoFFAT54fK7V7iCGz9XUEHRq4CIXkUQFEQBBRQtUEAqXKhlkb1A6fr9/XFO6GS2zH4myfv5eEw7+Z7tm/nmnDOf893GfW5xztNwFMOz945kx9binPJ9F9DEm0eppkBofG0zzdHUTdiqwjvIYuySt/VNdt0/Mbt8rzt+Xcr016qK93v37SmfZpiZ9piqbJ763xls3xZj7bhRXL1/Azurw4x478BN7cLbS3NtDIKFbMDz8RcvfwIOuQSa87zW+mq3hRg3dnX6vBS09+Fn3tzr6ezMrYa2fkQ1ay5+B41t2V27R3Y1cMrly5gwo0RN0hN84/3zuPH0fZMG3WisruKnp+/L5avzGyE90YEfOoPJvalHNgYINzXl2JS8sPxkqqQzHPvet/uBVNvx02g8xL8/F3idjI5rIJTDDaT95Bk0vXPCgOu96U/plM/DhV3bmwFYOHoxXdNaWXzUwHOm9vR6D91bx+Z3bf7wAXuyYu/CH9wXXOMSroIVl/RLcmZsi7vHbqsyml5O1RR/97En1sR4dr9ZrBjZPPAx93o3zF3TL6kp1pQ0sNyq27xWcXOb6rntoHP6BYoAj40Yw3tnfIE7p36oX3riX2jj/V4gePDI1P0TIy3VRMcMXI5Hnxvm/k/v7l7S1x2qFA+0hn2wmPQBxBqYvu5BPrhiBa2tOQ4/nZXsLmy93S187OApfO6IGQOuGylkllNftLaV3n1+zV4zBh6dqXr09Tz0qcKb+DhCjBiRZpjgkVPgyO96F44C7dPdSijhM6r9Q9/IeKVvylApXt9Ux4PfLU7zhaOnHM2aaWtYOz15upifTdyXcHd3UY4zoKya3mX8FlKwybXVbInkvqMq/0tOa7T/hX1SbYzTOtu5au/MDyuKYfPmkdxzz1Gs6ezk0XfNZfxFi6ibX5wnld9eM5/DZ42hsTrHc7iCIqaIP6XIG7taYZ+TA85NalX+KM11C5NrlbOy+CxvJOrx+/ZPz6NZ67FT0g/XXwpNTbOIRPJrrpyLcJpJ3/P1ol8rbymuG/WxCDM7m1NuN6uzmboc+3alM2P5wRz273kOSJdGLDqKqnqvRU7TyISB49L8OWUT6x1y+kc56OQPv/1zuCFK7fTcgvdIpJnmpszz1d7bEmZXCOrTjIybizu3d7Ny5Ura/YfkqX7NhQt+w/+cmRywj6rtYPOjF3LkpOznpGwZU8fpX98/q9HvSyJNQfbNCZ2rurrJ1NUlBMnH/xyA7RHjiiN336cKfkgdicJhX8q4SmzPPTntJ9fwzLLMv88fRszBhTN/r6zetoPfhzZz2V4Tcs1pP86s3+fe2dnJ0qVLS9Knedg3Q42lCLRCztHWlHtTj76ovq0t+SLWfGRuEwabGactK8Jwxjmoq8vuC76ZK9oNq1A1ft+NlrWZB4RI1PTjMAsu/NuwChbT2WNeL5seW5/TNtWRas6ad1bKZV+b+R4+eEHxmtP+oOdAplVvZ/LKw6m+/HLeeuut5JWyuVmUqNZzr/oaHn7HdN68+e6cthsVq+ILPZ3s35LcpOnCSQN/WbGQ0TQyt5rtRPPnzy/aoB2T/jWX+8ft7i85d/wI5o4fkWGL1HYP3hp81DixaSLwZOE7yjLwCufxO0e7uph0x+1ERubZZ3DsnP4jUaeJ1neEokR2bUu5rM+5vedzbu/5+eUjTwN9tKUY7KFQn2YL96yaStWo7OaprVgJn+2iRbfjFu7i6d71jN97VuptsvkT9/so9n2nmrpkfwA23hI3L1+O5bp0yf0DrvNSLMTNp/bwoc4M/bsHEjHYAduIvN23tL2mHXjaW268fZFrqN/M9LFNfP7ImfzlqZf772dXbSDXwGsPu5ZXtr6S/w4SymWgOaHT6d3npuTEiUuAywHYHg3lMHt34Sb+7EZwLqcymexP47Z4z5Hw2Bv9lnWYI1pAV4tUo4yHQiH222+/vPeZSWV84x/k9txnEX//411Eo1GOO+44xozp/0WvZ33mfknmN4EIN+Q2YXqf2JQp8Hhho40WS7SzAUJGw9LCmmtlKzJiBHs9klugA2DOkub4Ga5WnnNB0feZ7W3cAeHWVna+mLpPRkdjNa/GGthw+icJ19dzxhln8Prr2Q2xn84hEw/B8VS/tEhVYU9jW6oivJnHdseMzr/1wimXLyu4Eu7QQ7Ob3DhRy+oe+MGf+qWNeGsU645fR0dCP7N85dov7phjjqG2tri1TMX/stZ/f5FII/ACbsQEDDhuTCt3HjiRD07MPIVKoqpR2U3/k4++ft8dCw/nuPljCYfDbHnyFbZd82TxDhJtgG05DNufSkJRlfqL9pePmU1XS35/b5uBunnl6WtUCukGHQv5U2lMmDG7oP1XP/sU4VgsuwdZRSjnqrENWKw4oceoM2fDF27vl/ajw37EI+vPZesrv025zaq541g1d/do9e+dO5b/99sNNOTaKqMIelp60i5r8aemqqvb/ZDj1Y1NNHXvIv4ELOXjmeqtW+j85z/4/IoDOSO7bqZFYQm1eNmYNqaJv154EE21Vdzx2KOlyVeZmuIoWCyCFWeew1snbMbMmDQpuTZwoJtWtKuBEasmU7N3fl8cRxy7Gj7lDUgQbTyBrmkFPBXLJGPnZk+4ropx/5G+H0SfH5+8kFiRm/ZI8LK/bO2+nXR959u8euONhFPMkbhPdys/Pnnh2zVU9fX1BfclnjNqDluOGc/LP3387Qc0+6w8il07d7LuzgE2LkCxazgSm1anP3BhN5PvnDCfCa39a0BqZ4yEuDnX1166eMBR3DKpriu8D+SUKeUfIS53/f8GzML8aXYzs5b+hChQEw5x9QGFTahebN0j67n7vP3paKx++14Wa4bni3mQD/8Z3ngBHs5cc5mJAbNmXcWO7a/0X1Cib67vnhncKNSJ+u6kc4sw7H4lsF07ad76el5TUk1qr6epJrcgKxQL0zS/A57+F7lcxqLV3oOU+L6fqWqL22raGFHdzLP+z03VXsu1rsbU82OedeAUzthvz/6jhGapyg96I0UKfuMtWbKEzs5O9thjD3a+8goAz64bQ9MV98AVB/prxZ1wJYhjWjvG8LUmmNeye7AeC/V1K6op+/yDA2mqDahZcJEpWEww5pKLeeGrX3t76OhsRKqqqB+R/XQHicyMuiwnhk+3fZ9QeAQ1DSV6yrzsPHjiKjrDhTedWTAx/8+rElVCk7nBqnryZKrPST/5e6F/K9FOr5a7YfnuprE101qpiZv8tqq6miXHnsC6O4s3qmc6Qf2t5Hvc/aYMXMuV2E9mZkNutfZzD11JVSzGb76TfqTXQS3DZ7+5IQK1uTfXLafRTf3Ls+hNO+vbvdfDDxS0m9aW+LnXMq/bN9XO4tVrCjpmsazuST/w0UBCZpz+9f2LmJs0Mkyzla9i/ynd+tGleW131oQOnINjc2jtUVVdzWlX/pBYDi0aDGNa6zS+sfwbzOuYl3KdpOkkcjB18Ri2b93JjP0zzKudp3A4nLJCBChZN49EJ34x+R5R29hEpPZAwlUT4vJTluzkrkh/76maoZaSgsUE1T09jPty5o6uQbvusOt47s3Uw4KXVLiK6zc+Q/vc3PoHDjoV2MclG6FQDbt2bQk6G1np6lwLG7cOvGIRVI0dy5T778OK3ERxsKqpKW3z63sXTqUlktsXnXAkwuyDD2P9nbfzzEt/LU3G8lTTGGXizPKMhDnolPgL4jUzunl1x05Oezh5ypxChSOR5LkqA5JulOVKsXp0C3Ma62DUNPhufPMLR/esNnaufynrfaV7aJXrn1LYH4BwxNFH5bZhGg2RMJ/ac2zO29XUp5+OIpNFY5NHni+GcDjEnHcWb07gdEINDVRPnUrbmWckLAiVLXCMF4ntXfZj5qJUn4iaoZZJqDFK9aRmouPyO+GDMKVlClNa+je5OuKII3j5+c08eN1W9l6a+wUvW5O3b4dQfn0rg1bVkTlYePv6NjhjRRYt/A1btwbwECHO6OZqXnxj24ADdUSjLcAz5ckUEKorz0AS4ebsJqYup/g/57PPPrvk88R1Vud/fVh1wWfoff5Jbr79aI7uObqIucrfiZcM3Kx+SAn5gX6sePfE609dxGtbMs9bm8oBrV6XikKCxXI/gR+KLutJ3VwSoLajjs3rX8Kqy/t1Mlxfn9d4BVIcFg4z8SfXx6d4/5phFsK5XcFkLEA1eIPvNWQaDTXqf0cIDa7BFYd1sPjJzsu54rirCTdV3he8XM2Y4U2xsbSUc7oP0hq3PjUzRtI+spbNP023RqW2W8hOLNZOLJbbwBjF9p01C7hrwwuMqCvPA4Xx409hy5anGDN6VVmOl0nb2ukVP7phMeeOve2spdQXeVTkaE0t3eOnVnxNSyqN7z6Mzbf8OuhsFK6uDQ6+GKYcUrRd5jMqbuEG9/V8sGg8oItIWw0104sz1Zgzr/9ZQ1ueo/uWyNRJPTTlMUr+cBSuqmLHtq0lf/A+u302f3n+L6U9SA6WchtvuWrOHH9Z2nV2HvsR2hftTd2iPKc68pV7lOdhHSzeV//wkAgUy29w3oTNLKuJTiV/IxtiHD5r4JrtqF/zGC1wjtBYbCQzZ36roH0US/Weld3vrNj2GKlzKd7YSy6BSwZeb1DoPSXoHGStvnc02ze9Tv2S4vfRkoFZJETd3OKNk+CiMRafcAp7vyO/voelctRxhc4hOrgftmfPsfr/XsqGe+8hNMB8g4W68p1XsmPXjpIeIxdhdrGCnxMLfTH9SvVNjPzwh9Mvz1WZvo4P62BRZLgZM2Uq5D/gYNGcMK6Nl3fs5PSu0g35L312Nw8SGWpC1RFaV+8VdDakiCbMWZB3X8DKN0Svw333F+cYOX4CI7smlPyQVaEqqkLFHW20qmp4PfTNluYuKKGefVM/GevZuo1To4PwKWi1PyVHTXOg2ahklTgBdJ/TrvwhR17w2aCzAUAsFOK87tHUhnUJKqVweOgO6tN8+B60rZ0edDZEhp0ntu7jvZn9/qLud/ny5USjUZqbm4u6XymH3ILgUn1Vqp6af3PoBfP/h959flXE3AwdFVOzaGZHAhcBewELnHP3+ekHAp8Donh1Iuc4537jL5sLfBeoAX4J/JuroG/rh5zxUQ466cyk9Gs3PQszlpU/Q4Waczzs2glz1wSdE8nD0H1SK+ks7L2NZ599nPvuvSXorBRd/cLKmecuaxVzdxpGKucrwZCxeWc7W876FzUNxe2bPmXKFD7xiU8UdZ9SWUrdwqX1mB52vr49r3l/GxpK10JhysLRrLvjn3RNG5zTxlVMsAg8CBwBJE6i8gJwmHNuk5lNB24G+jpFfQ04CbgHL1g8GLgpm4MtGbeE3238XTHynVYoFCZUPbhGPMooFIYFHwo6FwXr/uUv2frYY0XZV0fH4Tz++HrMVEMmlScWa6e+PgwMvWBxcBmaTc8q+bdSs+vSCkeKc8/r20/7+IEfZtbs3caWdS8U5bgyeFx72LU8+8azWa1rkRCRgEYlb2tbnnaQwVETGtPOhdrbXfkBZMUEi8659ZB8gXfOxQ919BBQbWYxoAVodM7d7W93NbCSLIPFLy77Im/ueLPwjOdNTzuDEuueSKx7YlL66D28kc4mzc++H11X5wfpHHc8D/zlK0XLnwxNQZ3x0aj39L+joyOgHAw9/2ePMVz2ZHZfXjKZOeNbPL3xKqqqmgvPlAwKJy3p5q4Ngz/gidYU5+tjVSzMqo/PY8TogZvMt7yvB7dqZ1GOK0W2x/7w1F3QWPwWHz0tPfS09BR9v8U2c0ZiXdfAbj97Ge2NlT/QZsUEi1l6L/AX59xWMxsLbIxbtpHdNY4DqgpX0RQOYBhkPe2sWM2jatM++UnHm1NocM47KcEo9xWgoaGBE044gdGjR5f5yEPXqV3tnNpV+DQ1TU2zaWqaXYQcDW13LOhhy86hMW/bJ1YUt6lbZFQtO54L8sF34UZNbMxqPQsbFh5sX1s9kyadhxGivf3QoLNSGovPglmroal083wPRRPa8ptu6/1T388Trz7BsXsdW+QcpVbWs87MbgVSPd4+3zl34wDbTgMuBg7qS0qxWtqH92Z2El6TVbq60k8wKyIy1IwfPz7oLJTd2rVr4covBJ0NKYIpddVBZ6Fijfq3OeqXOQjEom1MnfpfQWejdEIhBYpl1BRr4tJll5bteGUNFp1zeU0Zb2bjgBuADzjnNvjJG4H4IUXHAZsyHPubwDcB5s2bpyuriMgQ1tnZGXQWJEDRGq9Z46T5hU1+Xem8gTzK115hyfsm5zXqd1tnPS88/XoJciQipVbx9flm1gz8AjjPOfeHvnTn3DNmttnMeoE/Ah8AKr/jmJ4AiojIYDYIbmOx2lpO/eb3qdYo0EW197L8pv06/COzeeX5wd1cVipX+4RGpi0ehCNkDxIVEyya2Xvwgr2RwC/M7AHn3DuBM4BJwCfN7JP+6gc5554HTmX31Bk3keXgNpVBfRdLaY89PkZ9/ZSyHU8j74nIwAZBlJWLCr/s1TY1B50F8VXXVdExMYBxIiRwvSu7eev17SU9xpHnzivp/oe7igkWnXM34DU1TUz/LJByJnF/LkbNyixJJow/OegsiIh49DBJRIrg0A+fw/o/3BF0NnIy9+AJb7+voKnQJQcVEywOPzphRERERCQ7PfsupWffpUFno2B6fja4aCbxctMZIiIiIiIig4BqFiXJLfMmEwvpOUKQJt3+W3a++mrQ2Rh2qmJhtm/VpM8iIiKlotaog4uCRUkyo6E26CwMe1UdHVR1pJqSVEppzef2ZecQmfxbgI88CFtfCzoXksIHLvkKsdr8JqQWkcFJgwEOTgoWRUR80ZrSXRI/OqGDR954i/1aNJR/2TRrrsVKNXL8xKCzICIiWVCwKFIEixYt4le/+hU1NTVBZ0Uq1OS6am5f0BN0NkREZBg58cQTCalrkRRAwaJIEfT29tLb2xt0NrIy+oJ9NNCSSDnVj4LaNnjnfwSdExEpsctXz2ZMc+U8OO7q6go6CzLIKVgst0jM+z+qvhoSjHB9NOgsiAwvkRh8bEPQuRCRMnjXjDFBZ0GkqBQsltte74YDLoQFJwWdExERERERkbQULJZbKAyLzwo6FyIiIvnRuPciIsOGeryKiIhI7tT3WURkyFOwKCIiIiIiIkkULIqIiIiIiEgS9VkUEcnBksV/BnYFnQ0RERGRklOwKCKSg6qqpqCzICIiMmhpiKzBRc1QRUREJGuRNm/C8br5HQHnREQGEw2JNTipZlFERESyFq6PMu5zi4POhoiIlIFqFkVERERERCSJgkURERERERFJomBRREREREREkihYFBERERERkSQKFkVERERERCSJgkURERGpCE2RcNBZEBGROJo6Q0RERAL30L7TiYY0E5uISCVRsCgiIiKBa43qK4mISKVRM1QRERERERFJomBRREREREREklRMsGhmR5rZQ2a2y8zmpVjeZWavm9nZcWlzzWydmT1uZl82M3V2EBERERGpMAdP7wCgtS4acE4kFxUTLAIPAkcAv0uz/AvATQlpXwNOAvb0XweXLHciIiIiIpKXf18+mQcuPJDW+ljQWZEcVEyw6Jxb75x7NNUyM1sJ/AN4KC5tNNDonLvbOeeAq4GVZciqiIiIiIjkIBQymmtVqzjYVEywmI6Z1QEfBz6VsGgssDHu541+moiIiIiIiBSorONUm9mtQEeKRec7525Ms9mngC84515P6JKYqn+iy3Dsk/CarNLV1ZVdhkVERERERIapsgaLzrnleWy2D7DKzC4BmoFdZvYWcD0wLm69ccCmDMf+JvBNgHnz5qUNKkVERERERKTMwWI+nHOL+96b2UXA6865y/2fN5tZL/BH4APAVwLJpIiIiIiIyBBTMX0Wzew9ZrYRWAj8wsxuzmKzU4ErgMeBDSSPlioiIiIiIiJ5qJiaRefcDcANA6xzUcLP9wHTS5gtERERERGRYaliahZFRERERESkcihYFBERERERkSQKFkVERERERCSJgkURERERERFJYs4NvykHzexfwP9msWob8EKJsyO5U7lUJpVLZVK5VCaVS2VSuVQulU1lUrlUpmzLZbxzbmSmFYZlsJgtM7vPOTcv6HxIfyqXyqRyqUwql8qkcqlMKpfKpbKpTCqXylTMclEzVBEREREREUmiYFFERERERESSKFjM7JtBZ0BSUrlUJpVLZVK5VCaVS2VSuVQulU1lUrlUpqKVi/osioiIiIiISBLVLIqIiIiIiEiSYRssmtl/mdkjZvY3M7vBzJrjlp1nZo+b2aNm9s649Llmts5f9mUzMz89ZmY/8tP/aGYTyv8bDQ1mdqSZPWRmu8xsXlz6BDPbYmYP+K+vxy1TuZRYunLxl+l8qQBmdpGZ/TPuHFkRtyynMpLSMrOD/bJ43MzODTo/w42ZPen/3T9gZvf5aS1m9msz+7v//4i49VOeP1IYM/u2mT1vZg/GpeVcDrqOFVeactH9JWBm1mlmvzWz9f73sX/z00t/zjjnhuULOAiI+O8vBi72308F/grEgInABiDsL/sTsBAw4CbgED/9NODr/vv3AT8K+vcbrC9gL2AKcDswLy59AvBgmm1ULsGVi86XCnkBFwFnp0jPuYz0Kmk5hf0y6AaiftlMDTpfw+kFPAm0JaRdApzrvz83m+8EehVcDkuAOfH39nzKQdexspSL7i/Bl8toYI7/vgF4zP/8S37ODNuaRefcLc65Hf6P9wDj/PeHA//tnNvqnHsCeBxYYGajgUbn3N3O+6SvBlbGbXOV//464AA9QcmPc269c+7RbNdXuZRHhnLR+VL58ikjKZ0FwOPOuX8457YB/41XRhKs+OvSVfS/XiWdP+XP3tDjnPsd8FJCck7loOtY8aUpl3RULmXinHvGOfdn//1mYD0wljKcM8M2WExwIl5kDd4H/3Tcso1+2lj/fWJ6v238APRVoLWE+R2uJprZX8zsDjNb7KepXIKl86WynGFe0/pvxzVFyaeMpHTSlYeUjwNuMbP7zewkP22Uc+4Z8L6UAe1+usqrvHItB13Hykf3lwrhd9+ZDfyRMpwzkaLkukKZ2a1AR4pF5zvnbvTXOR/YAVzTt1mK9V2G9EzbSArZlEsKzwBdzrkXzWwu8FMzm4bKpWjyLBedL2WUqYyArwGfwfssPwNcivcgLJ8yktLR5x68fZ1zm8ysHfi1mT2SYV2VV2XQdSxYur9UCDOrB64HPuKcey1Dw6yilc2QDhadc8szLTez44F3AQf4VbHgRdidcauNAzb56eNSpMdvs9HMIkAT2VfhDzsDlUuabbYCW/3395vZBmAyKpeiyadc0PlSVtmWkZl9C/gf/8d8ykhKJ115SJk45zb5/z9vZjfgNSt9zsxGO+ee8ZtpPe+vrvIqr1zLQdexMnDOPdf3XveX4JhZFV6geI1z7id+csnPmWHbDNXMDgY+DrzbOfdm3KKfAe8zb8TGicCewJ/8qt3NZtbr96/6AHBj3DbH++9XAb+JCz6lCMxspJmF/ffdeOXyD5VL4HS+VAj/JtHnPUDfSHb5lJGUzr3AnmY20cyieIM8/SzgPA0bZlZnZg197/EGu3uQ/tel4+l/vUo6f8qb62Elp3LQdaw8dH8Jnv85Xgmsd85dFreo9OdMqUfvqdQXXkfPp4EH/NfX45adjzdq0KPEjRAEzMM7QTYAlwPmp1cD1/r7/BPQHfTvN1hfeBehjXi1iM8BN/vp7wUewhvZ6c/AYSqX4MvFX6bzpQJewPeAdcDf/JvE6HzLSK+Sl9UKvJHsNuA18w48T8PlhTcK7V/910N9nz9ev+nbgL/7/7fEbZPy/NGr4LL4IV4Xk+3+/WVtPuWg61hZykX3l+DL5R14zUX/xu7YZUU5zpm+L28iIiIiIiIibxu2zVBFREREREQkPQWLIiIiIiIikkTBooiIiIiIiCRRsCgiIiIiIiJJFCyKiIiIiIhIEgWLIiJSNma2xsxcmtfyoPM32JnZsoTPdELcstv9tLvSbPtdf/nGhPQnzez7abb5rJnlNKy6mV0Ql7+NA28hIiJBiQSdARERGZaOxJvDK97DQWRkiDodb07aZxLSNwMLzWySc+7xvkQzqwWO8JeX2neAW4FPAjPLcDwREcmTgkUREQnCA/HBSiZmFnPObS11hoaYh51z96RI/xswCjgOuCgu/QjAgF8BC0uZMefcP4F/mtm/SnkcEREpnJqhiohIxYhrprrEzK41s1eAP/rLImZ2npk9YmZbzWyTmV1qZtUJ++g2s1+Y2Ztm9i8z+5KZnZyiWaYzs4sStp3gp69JSF9qZreZ2WYze8PMbjaz6Qnr3G5mvzez5Wb2Z//4D5rZyhS/50wzu8HMXjSzLWb2qJmd5y+73MyeM7OqhG3q/eP/Z+6fbD/fwwsW430A+AnwRiE7jmvKmuq1rJB9i4hI+SlYFBGRIIT94K/vFU5Yfg3wBLAKONdP+z5wAfAD4FDgP4G1/roAmFkU+DUwG68p5hpgor9dXszsUOA24HW8IGs10ADcaWadCavvAXwJuAyvtu4Z4DozmxS3vwXA3f66/+7/LpcB4/xVvgq0A+9J2PexQB3wrXx/F9/3gG4zW+TnZwxwAHB1hm0sobwiZhbBq42M9xm8msn41x+AN4GnCsy3iIiUmZqhiohIEB5J+PkPwDvifr7OOfexvh/MbDFwNHC8c64vqLnVzF4Cvm9ms5xzDwDHA93Awr5mmGZ2E7CugLx+CbjDOXd4XH5+C/wDOAv4SNy6bcAS59zf/fX6+g0eBfyHv87ngReBXufcm37ab/p24Jx72MzuAE4Gfhy375OBW5xz/yjgd8E594SZ/R6vNvEuvAB4E/Bb4P1pNlvtvwba9wZgQ9/PZnY2XsD43kLzLSIi5aeaRRERCcJ7gPlxr7UJy29I+PlgYBtwfULN1i3+8iX+/wuBp+P76znndtE/6Mqame2JVwN4TcJx38SrHVySsMnf+wJF/9jPA88DXf7+aoF9gWviAsVUvgrs5x8fM5uPV1v6jXx+jxSuBo4ysxhegPh9/3NK5yb6l1ff69vpNjCzw4CLgY87535apHyLiEgZqWZRRESC8OAAA9wkjuLZDkTxmoKm0ur/Pxp4LsXyVGnZaPf/v9J/JUpsWvlSinW2An39KkfgPagdaMqIG4Bn8WoTzwZOwav9+/nAWc7Kj4EvAxcC0/FqPjN5yTl3X2KimSWWU1/6TLzmwlc65z5fYF5FRCQgChZFRKQSJc7d9yLwFrA4zfqb/P+fAaalWD4qRdpWvAA0XmvCzy/6/5+HN91Dom1p8pPOy8AuYGymlZxz283sCuA0M7sEeB9wqXNuR47HS7f/18zsZ3j9Qe9zzq0vxn4BzGwU8DPgHuC0Yu1XRETKT8GiiIgMBr8CPg40Oeduy7De3cAJZtYb12cxROqas//Fq1WLd2jCz48CTwLTnHOfyyfj8Zxzb/r9BY8zs08757ZkWP0beEHqtUCMwge2SXQ5Xo3nNQOtmC1/ZNob8UZVPbJYwa2IiARDwaKIiFQ859ztZvZDvJFFLwP+hFdDNwFYgdcv7jHgKrzasp+Y2Sfw+gueAjSm2O1/AxeY2fl4tWCLgWMSjuvM7HTgRn+k1R8DL+DVVC4CnnLOXZbjr3M2cAdwt5lditcktRuY5Zw7M+7Y/zSzn+P17/y5c+7pHI+TkXPu98Dvi7lP4IvAHLxRaHvM+g2W+rBz7rUiH09EREpIA9yIiMhg0TeR/Cq82qvrgDOAv+P3SXTObQMOBB7AGyTmKrwpOD6bYn//iVe7dgbwU2AvUowG6pz7Jd5ANnXAFcDNwCVAB15NZk6cc/fiDXLzNPAV4JfAOaTux3it/3+xBrYptR6gCq+28u6E15wA8yUiInkw5xK7hYiIiAwtZrYG+A4w0Tn3ZLC5yZ6ZXYMXWHYPMFpp3/rL8KbAWI433UfFNQM1r7oxjDdg0AHOuXEDbCIiIgFRzaKIiEiFMbNeMzsFb27Jy7IJFBPcCmw3swlFz1zhzge2483zKCIiFUx9FkVERCrP3XjThFyF15w2W/fjzX/YZ1O6FQN0Jd6ARZD7aLIiIlJGaoYqIiIiIiIiSdQMVURERERERJIoWBQREREREZEkChZFREREREQkiYJFERERERERSaJgUURERERERJIoWBQREREREZEk/x+ufcUj0ImXlAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.xlabel('Frequency [MHz]', fontsize=16)\n",
    "plt.ylabel('Power [dB]', fontsize=16)\n",
    "plt.title('OPFB Output All Channels', fontsize=20)\n",
    "plt.xlim([-fs/2*1e-6,fs/2*1e-6])\n",
    "\n",
    "bins=range(0,M)\n",
    "left_snip=1\n",
    "for nbin in bins:\n",
    "    plt.plot((nbin-M/2)+base_bin_freq[left_snip:]*1e-6,out_data_spectrum[nbin,left_snip:]-out_data_spectrum.max())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
